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multiprocessing.Pool shouldn't hang forever if a worker process dies unexpectedly #66587
multiproc_broken_pool.diff: Abort running task and close down a pool if a worker is unexpectedly terminated.
Note: these values reflect the state of the issue at the time it was migrated and might not reflect the current state.
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assignee=Noneclosed_at=Nonecreated_at=<Date2014-09-11.22:33:06.739>labels= ['3.8', 'type-feature', 'library']
title="multiprocessing.Pool shouldn't hang forever if a worker process dies unexpectedly"updated_at=<Date2021-10-18.03:11:08.813>user='https://bugs.python.org/danoreilly'
This is essentially a dupe of bpo-9205, but it was suggested I open a new issue, since that one ended up being used to fix this same problem in concurrent.futures, and was subsequently closed.
Right now, should a worker process in a Pool unexpectedly get terminated while a blocking Pool method is running (e.g. apply, map), the method will hang forever. This isn't a normal occurrence, but it does occasionally happen (either because someone sends a SIGTERM, or because of a bug in the interpreter or a C-extension). It would be preferable for multiprocessing to follow the lead of concurrent.futures.ProcessPoolExecutor when this happens, and abort all running tasks and close down the Pool.
Attached is a patch that implements this behavior. Should a process in a Pool unexpectedly exit (meaning, *not* because of hitting the maxtasksperchild limit), the Pool will be closed/terminated and all cached/running tasks will raise a BrokenProcessPool exception. These changes also prevent the Pool from going into a bad state if the "initializer" function raises an exception (previously, the pool would end up infinitely starting new processes, which would immediately die because of the exception).
One concern with the patch: The way timings are altered with these changes, the Pool seems to be particularly susceptible to bpo-6721 in certain cases. If processes in the Pool are being restarted due to maxtasksperchild just as the worker is being closed or joined, there is a chance the worker will be forked while some of the debug logging inside of Pool is running (and holding locks on either sys.stdout or sys.stderr). When this happens, the worker deadlocks on startup, which will hang the whole program. I believe the current implementation is susceptible to this as well, but I could reproduce it much more consistently with this patch. I think its rare enough in practice that it shouldn't prevent the patch from being accepted, but thought I should point it out.
(I do think bpo-6721 should be addressed, or at the very least internal I/O locks should always reset after forking.)
You should start from master. Bugfixes can backported afterwards if appropriate. Thanks!
oesteban commented on Nov 12, 2018
oestebanmannequin
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I tried to reuse as much as I could from the patch, but it didn't solve the issue at first.
I have changed the responsibility of identifying and prescribing a solution when a worker got killed. In the proposed patch, the thread handling results (i.e. tasks queued by one worker as done) was responsible. In the PR, the responsibility is reassigned to the thread handling workers (since, basically, one or more workers suddenly die).
The patch defined a new BROKEN state that was assigned to the results handler thread. I transferred this behavior to the worker handler thread. But, I'm guessing that the BROKEN state should be assigned to the Pool object instead, to be fully semantic. Although that would require passing the reference to the object around and complicate unnecessarily the implementation. Happy to reconsider though.
I added three tests, one that was present with the patch, a variation of it adding some wait before killing the worker, and the one that Francis Bolduc posted here (https://bugs.python.org/issue22393#msg294968).
Please let me know whether any conversation about this bug should take place in GitHub, with the PR instead of here.
Thanks a lot for the guidance, Antoine.
cjmarkie commented on Jan 17, 2019
cjmarkiemannequin
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Just a bump to note that the PR (10441) is ready for another round of review.
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danoreilly commentedon Sep 11, 2014
This is essentially a dupe of bpo-9205, but it was suggested I open a new issue, since that one ended up being used to fix this same problem in concurrent.futures, and was subsequently closed.
Right now, should a worker process in a Pool unexpectedly get terminated while a blocking Pool method is running (e.g. apply, map), the method will hang forever. This isn't a normal occurrence, but it does occasionally happen (either because someone sends a SIGTERM, or because of a bug in the interpreter or a C-extension). It would be preferable for multiprocessing to follow the lead of concurrent.futures.ProcessPoolExecutor when this happens, and abort all running tasks and close down the Pool.
Attached is a patch that implements this behavior. Should a process in a Pool unexpectedly exit (meaning, *not* because of hitting the maxtasksperchild limit), the Pool will be closed/terminated and all cached/running tasks will raise a BrokenProcessPool exception. These changes also prevent the Pool from going into a bad state if the "initializer" function raises an exception (previously, the pool would end up infinitely starting new processes, which would immediately die because of the exception).
One concern with the patch: The way timings are altered with these changes, the Pool seems to be particularly susceptible to bpo-6721 in certain cases. If processes in the Pool are being restarted due to maxtasksperchild just as the worker is being closed or joined, there is a chance the worker will be forked while some of the debug logging inside of Pool is running (and holding locks on either sys.stdout or sys.stderr). When this happens, the worker deadlocks on startup, which will hang the whole program. I believe the current implementation is susceptible to this as well, but I could reproduce it much more consistently with this patch. I think its rare enough in practice that it shouldn't prevent the patch from being accepted, but thought I should point it out.
(I do think bpo-6721 should be addressed, or at the very least internal I/O locks should always reset after forking.)
FrancisBolduc commentedon Jun 1, 2017
This problem also happens simply by calling sys.exit from one of the child processes.
The following script exhibits the problem:
oesteban commentedon Apr 24, 2018
We use multiprocessing to parallelize many tasks that run either python code or call subprocess.run that are memory hungry.
At times the OOM Killer kicks in. When one of the workers is killed, the queue never returns an error for the task being run by the worker.
Are there any plans to merge the patch proposed in this issue?
pitrou commentedon Apr 24, 2018
Oscar, the patch posted here needs updating for the latest git master.
If you want to avoid this issue, you can also use concurrent.futures where the issue is fixed.
oesteban commentedon Nov 6, 2018
Hi Antoine,
I may take a stab at it. Before I start, should I branch from master or from 3.7.1 (as 3.7 is still accepting bugfixes).
Best,
Oscar
pitrou commentedon Nov 6, 2018
You should start from master. Bugfixes can backported afterwards if appropriate. Thanks!
oesteban commentedon Nov 12, 2018
I tried to reuse as much as I could from the patch, but it didn't solve the issue at first.
I have changed the responsibility of identifying and prescribing a solution when a worker got killed. In the proposed patch, the thread handling results (i.e. tasks queued by one worker as done) was responsible. In the PR, the responsibility is reassigned to the thread handling workers (since, basically, one or more workers suddenly die).
The patch defined a new BROKEN state that was assigned to the results handler thread. I transferred this behavior to the worker handler thread. But, I'm guessing that the BROKEN state should be assigned to the Pool object instead, to be fully semantic. Although that would require passing the reference to the object around and complicate unnecessarily the implementation. Happy to reconsider though.
I added three tests, one that was present with the patch, a variation of it adding some wait before killing the worker, and the one that Francis Bolduc posted here (https://bugs.python.org/issue22393#msg294968).
Please let me know whether any conversation about this bug should take place in GitHub, with the PR instead of here.
Thanks a lot for the guidance, Antoine.
cjmarkie commentedon Jan 17, 2019
Just a bump to note that the PR (10441) is ready for another round of review.
vstinner commentedon Sep 10, 2019
I just marked bpo-38084 as duplicate of this issue. I manually merged the nosy lists.
kormang commentedon Apr 11, 2021
I've created bpo-43805. I think it would be better to have universal solution. And not specific ones, like in bpo-9205.
Haven't checked the PRs, though.
kormang commentedon Apr 11, 2021
Somewhat related bpo-43806 with asyncio.StreamReader
8 remaining items
dobos commentedon Jul 6, 2023
Here's my solution: dobos@281291a
Raise exception for processes that terminate with non-zero exit code
Raise exception for processes that terminate with non-zero exit code
Raise exception for processes that terminate with non-zero exit code
Fix performance regression
Use `concurrent.futures.ProcessPoolExecutor` to handle better cases w…
Use `concurrent.futures.ProcessPoolExecutor` to handle better cases w…
Fail the pooled sweep fast when a worker dies
Core: sweep every transformers model_type across a process pool (#8995)
Behavioural decontamination, schema 2: an own input a reference did n…
Behavioural decontamination, schema 2: an own input a reference did n…
Behavioural decontamination, schema 2: an own input a reference did n…