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Set the default work start method to spawn on MacOS #16089

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merged 10 commits into from Dec 19, 2022

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@awaelchli awaelchli commented Dec 16, 2022

What does this PR do?

Fixes #16078

This PR switches the process start method of works (local) to start_method="spawn" as this seems to be the only solution for #16078. In summary, we now have:

Windows: spawn
MacOS: spawn
Linux: fork

We could also set it to 'spawn' on Linux, but we saw some failures in the CI.

Does your PR introduce any breaking changes? If yes, please list them.

I'm not sure.

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  • Did you make sure to update the documentation with your changes? (if necessary)
  • Did you write any new necessary tests? (not for typos and docs)
  • Did you verify new and existing tests pass locally with your changes?
  • Did you update the CHANGELOG? (not for typos, docs, test updates, or internal minor changes/refactorings)

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cc @Borda

@github-actions github-actions bot added the app Generic label for Lightning App package label Dec 16, 2022
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github-actions bot commented Dec 16, 2022

⚡ Required checks status: All passing 🟢

Groups summary

🟢 lightning_app: Tests workflow
Check ID Status
app-pytest (macOS-11, app, 3.8, latest) success
app-pytest (macOS-11, app, 3.8, oldest) success
app-pytest (macOS-11, lightning, 3.9, latest) success
app-pytest (ubuntu-20.04, app, 3.8, latest) success
app-pytest (ubuntu-20.04, app, 3.8, oldest) success
app-pytest (ubuntu-20.04, lightning, 3.9, latest) success
app-pytest (windows-2022, app, 3.8, latest) success
app-pytest (windows-2022, app, 3.8, oldest) success
app-pytest (windows-2022, lightning, 3.8, latest) success

These checks are required after the changes to src/lightning_app/core/work.py, tests/tests_app/runners/backends/__init__.py, tests/tests_app/runners/backends/test_mp_process.py, tests/tests_app/runners/test_multiprocess.py.

🟢 lightning_app: Examples
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app-examples (macOS-11, app, 3.9, latest) success
app-examples (macOS-11, app, 3.9, oldest) success
app-examples (macOS-11, lightning, 3.9, latest) success
app-examples (ubuntu-20.04, app, 3.9, latest) success
app-examples (ubuntu-20.04, app, 3.9, oldest) success
app-examples (ubuntu-20.04, lightning, 3.9, latest) success
app-examples (windows-2022, app, 3.9, latest) success
app-examples (windows-2022, app, 3.9, oldest) success
app-examples (windows-2022, lightning, 3.9, latest) success

These checks are required after the changes to src/lightning_app/core/work.py.

🟢 lightning_app: Azure
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App.cloud-e2e success

These checks are required after the changes to src/lightning_app/core/work.py.

🟢 lightning_app: Docs
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make-doctest (app) success
make-html (app) success

These checks are required after the changes to src/lightning_app/core/work.py.

🟢 mypy
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mypy success

These checks are required after the changes to src/lightning_app/core/work.py.

🟢 install
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install-pkg (ubuntu-22.04, app, 3.7) success
install-pkg (ubuntu-22.04, app, 3.10) success
install-pkg (ubuntu-22.04, lite, 3.7) success
install-pkg (ubuntu-22.04, lite, 3.10) success
install-pkg (ubuntu-22.04, pytorch, 3.7) success
install-pkg (ubuntu-22.04, pytorch, 3.10) success
install-pkg (ubuntu-22.04, lightning, 3.7) success
install-pkg (ubuntu-22.04, lightning, 3.10) success
install-pkg (ubuntu-22.04, notset, 3.7) success
install-pkg (ubuntu-22.04, notset, 3.10) success
install-pkg (macOS-12, app, 3.7) success
install-pkg (macOS-12, app, 3.10) success
install-pkg (macOS-12, lite, 3.7) success
install-pkg (macOS-12, lite, 3.10) success
install-pkg (macOS-12, pytorch, 3.7) success
install-pkg (macOS-12, pytorch, 3.10) success
install-pkg (macOS-12, lightning, 3.7) success
install-pkg (macOS-12, lightning, 3.10) success
install-pkg (macOS-12, notset, 3.7) success
install-pkg (macOS-12, notset, 3.10) success
install-pkg (windows-2022, app, 3.7) success
install-pkg (windows-2022, app, 3.10) success
install-pkg (windows-2022, lite, 3.7) success
install-pkg (windows-2022, lite, 3.10) success
install-pkg (windows-2022, pytorch, 3.7) success
install-pkg (windows-2022, pytorch, 3.10) success
install-pkg (windows-2022, lightning, 3.7) success
install-pkg (windows-2022, lightning, 3.10) success
install-pkg (windows-2022, notset, 3.7) success
install-pkg (windows-2022, notset, 3.10) success

These checks are required after the changes to src/lightning_app/core/work.py.


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LGTM !

@awaelchli awaelchli changed the title [WIP] Set the default work start method to spawn Set the default work start method to spawn on MacOS Dec 19, 2022
@awaelchli awaelchli added this to the v1.8.x milestone Dec 19, 2022
@awaelchli awaelchli added the bug Something isn't working label Dec 19, 2022
@awaelchli awaelchli enabled auto-merge (squash) December 19, 2022 12:25
@mergify mergify bot added ready PRs ready to be merged and removed has conflicts ready PRs ready to be merged labels Dec 19, 2022
@awaelchli awaelchli merged commit f3157f3 into master Dec 19, 2022
@awaelchli awaelchli deleted the feature/work-spawn-default branch December 19, 2022 14:06
Borda pushed a commit that referenced this pull request Dec 20, 2022
lexierule pushed a commit that referenced this pull request Dec 20, 2022
* Remove the deprecated profiler imports (#16059)

* Revert "Load app before setting LIGHTNING_DISPATCHED" (#16064)

Revert "Load app before setting LIGHTNING_DISPATCHED (#16057)"

This reverts commit 8d3339a.

* [App] Hot fix: Resolve detection of python debugger (#16068)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>

* Load the app before setting `LIGHTNING_DISPATCHED` (#16071)

* fix(cloud): detect and ignore venv (#16056)

Co-authored-by: Ethan Harris <ethanwharris@gmail.com>

* Add function to remove checkpoint to allow override for extended classes (#16067)

* Drop FairScale sharded parity tests (#16069)

* minor fix: indent spaces in comment-out (#16076)

* ci: print existing candidates (#16077)

* [App] Fix bug where previously deleted apps cannot be re-run from the CLI (#16082)

* Better check for programmatic lightningignore (#16080)

Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>

* [App] Removing single quote (#16079)

* [App] PoC: Add support for Request (#16047)

* Have checkgroup pull the latest runs (#16033)

* Update Multinode Warning (#16091)

* [App] Serve datatypes with better client code (#16018)

* docs: add PT version (#16010)

* docs: add PT version

* stable

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* add 1.13.1 to adjust versions (#16099)

* Remove redundant `find_unused_parameters=False` in Lite (#16026)

* [App] Add display name property to the work (#16095)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>

* Fix detection of whether app is running in cloud (#16045)

* [App] Add work.delete (#16103)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>

* [App] Improve the autoscaler UI (#16063)

[App] Improve the autoscaler UI (#16063)

* Re-enable Lite CLI on Windows + PyTorch 1.13 (#15645)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>

* [App] Min replica=0 would break autoscaler component (#16092)

* fixing the bug where num_replica=0 would fail

* changelog

* [App] Scale out/in interval for autoscaler (#16093)

* Adding arguments for scale out/in interval

* Tests

* Set the default work start method to spawn on MacOS (#16089)

* [App] Add status endpoint, enable `ready` (#16075)

Co-authored-by: thomas chaton <thomas@grid.ai>

* Clarify `work.stop()` limitation (#16073)

* fix merge errors

* Update torchvision requirement from <=0.14.0,>=0.11.1 to >=0.11.1,<0.15.0 in /requirements (#16108)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>

* CI: settle file names (#16098)

* CI: settle file names

* rename

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix test failing on master due to bad auto-merge (#16118)

* fix merge error

Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>
Co-authored-by: Akihiro Nitta <nitta@akihironitta.com>
Co-authored-by: thomas chaton <thomas@grid.ai>
Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
Co-authored-by: Yurij Mikhalevich <yurij@grid.ai>
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Co-authored-by: Jirka <jirka.borovec@seznam.cz>
lantiga pushed a commit that referenced this pull request Dec 21, 2022
* chlog continued

* [App] PoC: Add support for Request (#16047)

(cherry picked from commit 592b126)

* Have checkgroup pull the latest runs (#16033)

(cherry picked from commit 4c91dec)

* Update Multinode Warning (#16091)

(cherry picked from commit 3d509f6)

* [App] Serve datatypes with better client code (#16018)

(cherry picked from commit 23013be)

* docs: add PT version (#16010)

* docs: add PT version

* stable

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
(cherry picked from commit c8b4bce)

* add 1.13.1 to adjust versions (#16099)

(cherry picked from commit acd48d3)

* [App] Add display name property to the work (#16095)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
(cherry picked from commit 22b254f)

* Fix detection of whether app is running in cloud (#16045)

(cherry picked from commit e54f4f5)

* [App] Add work.delete (#16103)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
(cherry picked from commit 80b7faf)

* [App] Improve the autoscaler UI (#16063)

[App] Improve the autoscaler UI (#16063)

(cherry picked from commit 39d27f6)

* [App] Min replica=0 would break autoscaler component (#16092)

* fixing the bug where num_replica=0 would fail

* changelog

(cherry picked from commit aba5f12)

* [App] Scale out/in interval for autoscaler (#16093)

* Adding arguments for scale out/in interval

* Tests

(cherry picked from commit 0fd3d54)

* Set the default work start method to spawn on MacOS (#16089)

(cherry picked from commit f3157f3)

* [App] Add status endpoint, enable `ready` (#16075)

Co-authored-by: thomas chaton <thomas@grid.ai>
(cherry picked from commit 2a85d9b)

* Clarify `work.stop()` limitation (#16073)

(cherry picked from commit 0abd686)

* Update torchvision requirement from <=0.14.0,>=0.11.1 to >=0.11.1,<0.15.0 in /requirements (#16108)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>

(cherry picked from commit e8ac9e9)

* CI: settle file names (#16098)

* CI: settle file names

* rename

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

(cherry picked from commit a203b04)

* [App] Resolve some bugs from the Training Studio scaling (#16114)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
(cherry picked from commit 51ec949)

* Update scikit-learn requirement from <1.1.3,>0.22.1 to >0.22.1,<1.2.1 in /requirements (#16107)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
(cherry picked from commit d070e72)

* [App] update app testing (#16000)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
(cherry picked from commit 8b68e20)

* [App] Change overwrite to True (#16009)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
(cherry picked from commit 085c6b3)

* [App] Improve PythonServer info message on startup (#15989)

* change msg
* update chgl
* show the user's class name

(cherry picked from commit 848ea56)

* [App] Cold start proxy in autoscaler (#16094)

* cold start proxy

* Update src/lightning_app/components/serve/auto_scaler.py

* changelog

* better-doc

Co-authored-by: Akihiro Nitta <nitta@akihironitta.com>
Co-authored-by: thomas chaton <thomas@grid.ai>
Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>

(cherry picked from commit 7cbdc68)

* Fix endpoint information tab not showing up in AutoScaler UI (#16128)

* .

* why

* Revert "why"

This reverts commit 375d3e8.

* tried api access with fixed values

* Revert "tried api access with fixed values"

This reverts commit f1720f6.

* Fix typo 🎉

* update chglog

* revert removing lines in chlog

* update chglog

Co-authored-by: Akihiro Nitta <akihiro@lightning.ai>
(cherry picked from commit 7b275bc)

* [App] Implement `ready` for components (#16129)

(cherry picked from commit 711aec5)

* [App] Fix e2e tests (#16146)

(cherry picked from commit c98b0c4)

* [App] Remove outdated warning from cloud requirements (#16140)

(cherry picked from commit bf5fa35)

* [App] Fix support for streamlit > 1.14 (#16139)

(cherry picked from commit ec336bc)

* Fix broken link in "Build a Model" section of docs (#16025)

fix build model link

(cherry picked from commit 1c02288)

* drop colossalai from testing as no stable release yet (#16122)

(cherry picked from commit 1e16836)

* [App] Simplify messaging in cloud dispatch (#16160)

(cherry picked from commit 9657671)

* [App] Add annotations endpoint (#16159)

(cherry picked from commit 0630444)

* Small fix in test_cli.py to avoid failure with future version of jsonargparse (#16156)

(cherry picked from commit 50331e0)

* Fix test failing on master due to bad auto-merge (#16118)

(cherry picked from commit 07b775f)

* ver1.8.6

Co-authored-by: Sherin Thomas <sherin@lightning.ai>
Co-authored-by: thomas chaton <thomas@grid.ai>
Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>
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Co-authored-by: Akihiro Nitta <nitta@akihironitta.com>
Co-authored-by: Ethan Harris <ethanwharris@gmail.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Mauricio Villegas <mauricio_ville@yahoo.com>
carmocca added a commit that referenced this pull request Jan 4, 2023
* Remove the deprecated profiler imports (#16059)

* Revert "Load app before setting LIGHTNING_DISPATCHED" (#16064)

Revert "Load app before setting LIGHTNING_DISPATCHED (#16057)"

This reverts commit 8d3339a.

* [App] Hot fix: Resolve detection of python debugger (#16068)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>

* Load the app before setting `LIGHTNING_DISPATCHED` (#16071)

* fix(cloud): detect and ignore venv (#16056)

Co-authored-by: Ethan Harris <ethanwharris@gmail.com>

* Add function to remove checkpoint to allow override for extended classes (#16067)

* Drop FairScale sharded parity tests (#16069)

* minor fix: indent spaces in comment-out (#16076)

* ci: print existing candidates (#16077)

* [App] Fix bug where previously deleted apps cannot be re-run from the CLI (#16082)

* Better check for programmatic lightningignore (#16080)

Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>

* [App] Removing single quote (#16079)

* [App] PoC: Add support for Request (#16047)

* Have checkgroup pull the latest runs (#16033)

* Update Multinode Warning (#16091)

* [App] Serve datatypes with better client code (#16018)

* docs: add PT version (#16010)

* docs: add PT version

* stable

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* add 1.13.1 to adjust versions (#16099)

* Remove redundant `find_unused_parameters=False` in Lite (#16026)

* [App] Add display name property to the work (#16095)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>

* Fix detection of whether app is running in cloud (#16045)

* [App] Add work.delete (#16103)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>

* [App] Improve the autoscaler UI (#16063)

[App] Improve the autoscaler UI (#16063)

* Re-enable Lite CLI on Windows + PyTorch 1.13 (#15645)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>

* [App] Min replica=0 would break autoscaler component (#16092)

* fixing the bug where num_replica=0 would fail

* changelog

* [App] Scale out/in interval for autoscaler (#16093)

* Adding arguments for scale out/in interval

* Tests

* Set the default work start method to spawn on MacOS (#16089)

* [App] Add status endpoint, enable `ready` (#16075)

Co-authored-by: thomas chaton <thomas@grid.ai>

* Clarify `work.stop()` limitation (#16073)

* fix merge errors

* Update torchvision requirement from <=0.14.0,>=0.11.1 to >=0.11.1,<0.15.0 in /requirements (#16108)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>

* CI: settle file names (#16098)

* CI: settle file names

* rename

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix test failing on master due to bad auto-merge (#16118)

* fix merge error

Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>
Co-authored-by: Akihiro Nitta <nitta@akihironitta.com>
Co-authored-by: thomas chaton <thomas@grid.ai>
Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
Co-authored-by: Yurij Mikhalevich <yurij@grid.ai>
Co-authored-by: Ethan Harris <ethanwharris@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: Qiushi Pan <17402261+qqpann@users.noreply.github.com>
Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>
Co-authored-by: Sherin Thomas <sherin@lightning.ai>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>
carmocca added a commit that referenced this pull request Jan 4, 2023
* Remove the deprecated profiler imports (#16059)

* Revert "Load app before setting LIGHTNING_DISPATCHED" (#16064)

Revert "Load app before setting LIGHTNING_DISPATCHED (#16057)"

This reverts commit 8d3339a.

* [App] Hot fix: Resolve detection of python debugger (#16068)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>

* Load the app before setting `LIGHTNING_DISPATCHED` (#16071)

* fix(cloud): detect and ignore venv (#16056)

Co-authored-by: Ethan Harris <ethanwharris@gmail.com>

* Add function to remove checkpoint to allow override for extended classes (#16067)

* Drop FairScale sharded parity tests (#16069)

* minor fix: indent spaces in comment-out (#16076)

* ci: print existing candidates (#16077)

* [App] Fix bug where previously deleted apps cannot be re-run from the CLI (#16082)

* Better check for programmatic lightningignore (#16080)

Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>

* [App] Removing single quote (#16079)

* [App] PoC: Add support for Request (#16047)

* Have checkgroup pull the latest runs (#16033)

* Update Multinode Warning (#16091)

* [App] Serve datatypes with better client code (#16018)

* docs: add PT version (#16010)

* docs: add PT version

* stable

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* add 1.13.1 to adjust versions (#16099)

* Remove redundant `find_unused_parameters=False` in Lite (#16026)

* [App] Add display name property to the work (#16095)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>

* Fix detection of whether app is running in cloud (#16045)

* [App] Add work.delete (#16103)

Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>

* [App] Improve the autoscaler UI (#16063)

[App] Improve the autoscaler UI (#16063)

* Re-enable Lite CLI on Windows + PyTorch 1.13 (#15645)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>

* [App] Min replica=0 would break autoscaler component (#16092)

* fixing the bug where num_replica=0 would fail

* changelog

* [App] Scale out/in interval for autoscaler (#16093)

* Adding arguments for scale out/in interval

* Tests

* Set the default work start method to spawn on MacOS (#16089)

* [App] Add status endpoint, enable `ready` (#16075)

Co-authored-by: thomas chaton <thomas@grid.ai>

* Clarify `work.stop()` limitation (#16073)

* fix merge errors

* Update torchvision requirement from <=0.14.0,>=0.11.1 to >=0.11.1,<0.15.0 in /requirements (#16108)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>

* CI: settle file names (#16098)

* CI: settle file names

* rename

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix test failing on master due to bad auto-merge (#16118)

* fix merge error

Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com>
Co-authored-by: Akihiro Nitta <nitta@akihironitta.com>
Co-authored-by: thomas chaton <thomas@grid.ai>
Co-authored-by: thomas <thomas@thomass-MacBook-Pro.local>
Co-authored-by: Yurij Mikhalevich <yurij@grid.ai>
Co-authored-by: Ethan Harris <ethanwharris@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: Qiushi Pan <17402261+qqpann@users.noreply.github.com>
Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>
Co-authored-by: Sherin Thomas <sherin@lightning.ai>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>
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Trainer instantiation leads to hanging Work with fork warnings
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