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############################################################################### | ||
# Copyright (c) 2023, Lawrence Livermore National Security, LLC. | ||
# Produced at the Lawrence Livermore National Laboratory | ||
# Written by the Merlin dev team, listed in the CONTRIBUTORS file. | ||
# <merlin@llnl.gov> | ||
# | ||
# LLNL-CODE-797170 | ||
# All rights reserved. | ||
# This file is part of Merlin, Version: 1.12.1. | ||
# | ||
# For details, see https://github.com/LLNL/merlin. | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy | ||
# of this software and associated documentation files (the "Software"), to deal | ||
# in the Software without restriction, including without limitation the rights | ||
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
# copies of the Software, and to permit persons to whom the Software is | ||
# furnished to do so, subject to the following conditions: | ||
# The above copyright notice and this permission notice shall be included in | ||
# all copies or substantial portions of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
# SOFTWARE. | ||
############################################################################### | ||
import logging | ||
import os | ||
import subprocess | ||
import time | ||
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import psutil | ||
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from merlin.managers.redis_connection import RedisConnectionManager | ||
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LOG = logging.getLogger(__name__) | ||
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class WorkerStatus: | ||
running = "Running" | ||
stalled = "Stalled" | ||
stopped = "Stopped" | ||
rebooting = "Rebooting" | ||
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WORKER_INFO = { | ||
"status": WorkerStatus.running, | ||
"pid": -1, | ||
"monitored": 1, # This setting is for debug mode | ||
"num_unresponsive": 0, | ||
"processing_work": 1, | ||
} | ||
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class CeleryManager: | ||
def __init__(self, query_frequency: int = 60, query_timeout: float = 0.5, worker_timeout: int = 180): | ||
""" | ||
Initializer for Celery Manager | ||
:param query_frequency: The frequency at which workers will be queried with ping commands | ||
:param query_timeout: The timeout for the query pings that are sent to workers | ||
:param worker_timeout: The sum total(query_frequency*tries) time before an attempt is made to restart worker. | ||
""" | ||
self.query_frequency = query_frequency | ||
self.query_timeout = query_timeout | ||
self.worker_timeout = worker_timeout | ||
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@staticmethod | ||
def get_worker_status_redis_connection() -> RedisConnectionManager: | ||
"""Get the redis connection for info regarding the worker and manager status.""" | ||
return RedisConnectionManager(1) | ||
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@staticmethod | ||
def get_worker_args_redis_connection() -> RedisConnectionManager: | ||
"""Get the redis connection for info regarding the args used to generate each worker.""" | ||
return RedisConnectionManager(2) | ||
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def get_celery_workers_status(self, workers: list) -> dict: | ||
""" | ||
Get the worker status of a current worker that is being managed | ||
:param workers: Workers that are checked. | ||
:return: The result dictionary for each worker and the response. | ||
""" | ||
from merlin.celery import app | ||
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celery_app = app.control | ||
ping_result = celery_app.ping(workers, timeout=self.query_timeout) | ||
worker_results = {worker: status for d in ping_result for worker, status in d.items()} | ||
return worker_results | ||
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def stop_celery_worker(self, worker: str) -> bool: | ||
""" | ||
Stop a celery worker by kill the worker with pid | ||
:param worker: Worker that is being stopped. | ||
:return: The result of whether a worker was stopped. | ||
""" | ||
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# Get the PID associated with the worker | ||
with self.get_worker_status_redis_connection() as worker_status_connect: | ||
worker_pid = int(worker_status_connect.hget(worker, "pid")) | ||
worker_status = worker_status_connect.hget(worker, "status") | ||
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# TODO be wary of stalled state workers (should not happen since we use psutil.Process.kill()) | ||
# Check to see if the pid exists and worker is set as running | ||
if worker_status == WorkerStatus.running and psutil.pid_exists(worker_pid): | ||
# Check to see if the pid is associated with celery | ||
worker_process = psutil.Process(worker_pid) | ||
if "celery" in worker_process.name(): | ||
# Kill the pid if both conditions are right | ||
worker_process.kill() | ||
return True | ||
return False | ||
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def restart_celery_worker(self, worker: str) -> bool: | ||
""" | ||
Restart a celery worker with the same arguements and parameters during its creation | ||
:param worker: Worker that is being restarted. | ||
:return: The result of whether a worker was restarted. | ||
""" | ||
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# Stop the worker that is currently running (if possible) | ||
self.stop_celery_worker(worker) | ||
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# Start the worker again with the args saved in redis db | ||
with self.get_worker_args_redis_connection() as worker_args_connect, self.get_worker_status_redis_connection() as worker_status_connect: | ||
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# Get the args and remove the worker_cmd from the hash set | ||
args = worker_args_connect.hgetall(worker) | ||
worker_cmd = args["worker_cmd"] | ||
del args["worker_cmd"] | ||
kwargs = args | ||
for key in args: | ||
if args[key].startswith("link:"): | ||
kwargs[key] = worker_args_connect.hgetall(args[key].split(":", 1)[1]) | ||
elif args[key] == "True": | ||
kwargs[key] = True | ||
elif args[key] == "False": | ||
kwargs[key] = False | ||
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# Run the subprocess for the worker and save the PID | ||
process = subprocess.Popen(worker_cmd, **kwargs) | ||
worker_status_connect.hset(worker, "pid", process.pid) | ||
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return True | ||
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def run(self): | ||
""" | ||
Main manager loop for monitoring and managing Celery workers. | ||
This method continuously monitors the status of Celery workers by | ||
checking their health and attempting to restart any that are | ||
unresponsive. It updates the Redis database with the current | ||
status of the manager and the workers. | ||
""" | ||
manager_info = { | ||
"status": "Running", | ||
"pid": os.getpid(), | ||
} | ||
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with self.get_worker_status_redis_connection() as redis_connection: | ||
LOG.debug(f"MANAGER: setting manager key in redis to hold the following info {manager_info}") | ||
redis_connection.hset("manager", mapping=manager_info) | ||
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# TODO figure out what to do with "processing_work" entry for the merlin monitor | ||
while True: # TODO Make it so that it will stop after a list of workers is stopped | ||
# Get the list of running workers | ||
workers = redis_connection.keys() | ||
LOG.debug(f"MANAGER: workers: {workers}") | ||
workers.remove("manager") | ||
workers = [worker for worker in workers if int(redis_connection.hget(worker, "monitored"))] | ||
LOG.info(f"MANAGER: Monitoring {workers} workers") | ||
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# Check/ Ping each worker to see if they are still running | ||
if workers: | ||
worker_results = self.get_celery_workers_status(workers) | ||
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# If running set the status on redis that it is running | ||
LOG.info(f"MANAGER: Responsive workers: {worker_results.keys()}") | ||
for worker in list(worker_results.keys()): | ||
redis_connection.hset(worker, "status", WorkerStatus.running) | ||
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# If not running attempt to restart it | ||
for worker in workers: | ||
if worker not in worker_results: | ||
LOG.info(f"MANAGER: Worker '{worker}' is unresponsive.") | ||
# If time where the worker is unresponsive is less than the worker time out then just increment | ||
num_unresponsive = int(redis_connection.hget(worker, "num_unresponsive")) + 1 | ||
if num_unresponsive * self.query_frequency < self.worker_timeout: | ||
# Attempt to restart worker | ||
LOG.info(f"MANAGER: Attempting to restart worker '{worker}'...") | ||
if self.restart_celery_worker(worker): | ||
# If successful set the status to running and reset num_unresponsive | ||
redis_connection.hset(worker, "status", WorkerStatus.running) | ||
redis_connection.hset(worker, "num_unresponsive", 0) | ||
LOG.info(f"MANAGER: Worker '{worker}' restarted.") | ||
else: | ||
# If failed set the status to stalled | ||
redis_connection.hset(worker, "status", WorkerStatus.stalled) | ||
LOG.error(f"MANAGER: Could not restart worker '{worker}'.") | ||
else: | ||
redis_connection.hset(worker, "num_unresponsive", num_unresponsive) | ||
# Sleep for the query_frequency for the next iteration | ||
time.sleep(self.query_frequency) | ||
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if __name__ == "__main__": | ||
cm = CeleryManager() | ||
cm.run() |
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