-
Notifications
You must be signed in to change notification settings - Fork 566
Ensuring PJRT Client destroy/destructor is called #9675
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Open
saarthak-aws
wants to merge
2
commits into
pytorch:master
Choose a base branch
from
saarthak-aws:pjrt-client-not-destroyed
base: master
Could not load branches
Branch not found: {{ refName }}
Loading
Could not load tags
Nothing to show
Loading
Are you sure you want to change the base?
Some commits from the old base branch may be removed from the timeline,
and old review comments may become outdated.
Open
Changes from all commits
Commits
Show all changes
2 commits
Select commit
Hold shift + click to select a range
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
This violates Google's C++ style guide: https://google.github.io/styleguide/cppguide.html#Static_and_Global_Variables
For singleton objects, we deliberately do not want their destructors to be called, as that can lead to race condition at program exit time.
I'm not sure what this PR is trying to achieve. Could you clarify why you want to sure that the PjRt client dtor is called? Usually we don't destroy the singleton objects - we just let the OS reclaim the resources when the process terminates.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
@zhanyong-wan thanks for the feedback. Could you give an example of the race condition you mentioned and why it was not addressed until v2.8?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
The style guide I mentioned noted: "When destructors are trivial, their execution is not subject to ordering at all (they are effectively not "run"); otherwise we are exposed to the risk of accessing objects after the end of their lifetime. Therefore, we only allow objects with static storage duration if they are trivially destructible. Fundamental types (like pointers and int) are trivially destructible, as are arrays of trivially destructible types."
For example, at program exit time there could be long-running threads accessing global variables. If a global variable is destructed, such access is undefined behavior.
As to why it wasn't addressed until v2.8, I don't know the history, but my guess is that we just noticed the potential race and decided to fix it.
Uh oh!
There was an error while loading. Please reload this page.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
In PR #9384, we introduced StatusOr<T> for error handling, which can be trivially destructible when T is trivially destructible. However, looking at PjrtComputationClient's implementation with its explicit destructor and member variables, it appears to not be trivially destructible. Could you shed some light on why we think PjrtComputationClient could be trivially destructible?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
@rajkthakur ,
StatusOr<T>
is not trivially destructible, regardless of whetherT
is trivially destructible.PjrtComputationClient
is not trivially destructible and not meant to be. I don't understand what you mean by "we think PjrtComputationClient could be trivially destructible".Uh oh!
There was an error while loading. Please reload this page.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
The Neuron backend's resource cleanup is tied to Pjrt_Client_Destroy calls. This works in JAX and Torch/XLA through v2.7, but this refactor removed explicit destruction calls, breaking neuron's cleanup process. We have observed that relying on OS cleanup is causing unexpected hangs in some cases.
Uh oh!
There was an error while loading. Please reload this page.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
I'd like to consider the Shutdown method approach. One implementation I can imagine is to add a Shutdown method to PjrtComputationClient, which would delete the xla:PjRtClient client_ member, such as the following
We could call the Shutdown method at the end of the PrepareToExit function
xla/torch_xla/csrc/init_python_bindings.cpp
Lines 270 to 278 in 2619a3f
which is registered atexit in
__init__.py
xla/torch_xla/__init__.py
Line 220 in 2619a3f
Since shutdown will be called at the end of the prepareToExit sequence, we should expect no further accesses to client_.
Thanks for the feedback so far. Would appreciate your thoughts on this approach
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Thanks for clarifying. It seems a bug that neuron hangs sometimes if the clean-up is left to the OS. My suggestion would be to root cause and fix that bug.
Re: the shutdown approach, I don't think we can count on no further access to client_ after the atexit hook is called. The whole point of Google's policy on global variable destruction is that there can be long-running threads after the exit hook is called. Think about the case where someone starts a computation in a long-running thread and then exit. The thread is never joined and thus may still access client_ after the program exit hook.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
While we investigate why leaving cleanup to the OS leaves Neuron backend in a bad state, do you have any thoughts on what would be the correct approach for implementing the Shutdown method?
We would have to leave the client_ accessible after we have destroyed the actual xla::PjRtClient (since destruction ends up calling PJRT_Client_Destroy). One way I can think of doing so is to switch to a stub implementation of _client at this point, so that long running threads can access _client, but they would get some default behavior. Is that the right approach/pattern?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
I think the best course of action is to fix the hang, as implementing Shutdown correctly adds significant complexity to the design.
That said, here's how Shutdown should work if done correctly: it should allow in-flight computation that needs the client to finish, and it should let new computation (if any) that wants to use the client fail to get the client. This means we'll likely need to use a shared_ptr to hold the client (so that in-flight computation can extend its lifespan).
As you can see, this is doable but not trivial. Hence my advice to avoid it.