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Fix test_trainer_speed

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  • python3 -m pytest deepinv/tests runs successfully.
  • black . runs successfully.
  • make html runs successfully (in the docs/ directory).
  • Updated docstrings related to the changes (as applicable).
  • Added an entry to the CHANGELOG.rst.

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@mh-nguyen712 mh-nguyen712 requested a review from tachella November 3, 2025 17:20
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github-actions bot commented Nov 3, 2025

🚀 GPU test workflows successfully triggered!

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github-actions bot commented Nov 3, 2025

✅ GPU docs passed
🔗 View run details
📦 Download built docs

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codecov bot commented Nov 3, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 84.60%. Comparing base (677c766) to head (5699539).
⚠️ Report is 2 commits behind head on main.
✅ All tests successful. No failed tests found.

Additional details and impacted files
@@            Coverage Diff             @@
##             main     #885      +/-   ##
==========================================
- Coverage   84.61%   84.60%   -0.01%     
==========================================
  Files         208      208              
  Lines       21281    21281              
  Branches     2893     2893              
==========================================
- Hits        18006    18004       -2     
- Misses       2359     2360       +1     
- Partials      916      917       +1     

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

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github-actions bot commented Nov 3, 2025

✅ GPU tests passed

🔗 View run details

@tachella tachella merged commit 97f7f92 into deepinv:main Nov 3, 2025
7 of 8 checks passed
@mh-nguyen712 mh-nguyen712 deleted the fix_test_trainer branch November 4, 2025 16:01
Andrewwango added a commit that referenced this pull request Nov 14, 2025
* 3D Total variation priors (#745)

* 3D denoising variational

* comments

* comments jeremy

* Remove concurrency settings from gpu_docs.yml (#850)

* Remove concurrency settings from gpu_docs.yml

final CI fixes

* Remove concurrency settings from test_gpu.yml

Removed concurrency settings from the GPU test workflow.

* Refine Codecov upload condition for Linux only

* Update Codecov upload condition in workflow

Restrict Codecov upload to Linux with Python 3.10 only.

* Fix astra test failing on GPU (#841)

* fix normalize threshold in astra tests

* black

* Fix test transform on GPU (#852)

Co-authored-by: Andrew Wang <[email protected]>

* Fix broken download Set14 (#845)

* .

* fix

* adapt docs & use utils

* changelog

* Fix py3.9 not supported by recent coverage version (#856)

* .

* .

* Follow up to #856 (#857)

* Robustify CI for Python 3.9 (#858)

* Robustify CI for Python 3.9

* Update test_pr.yml

* Fix pip install command for Python 3.9

* Update test_pr.yml

* Update CI workflow for deepinv installation

Refactor installation steps for deepinv in CI workflow to handle Python 3.9 compatibility.

* Add compatibility step for Python 3.9 in workflow

Add step to modify pyproject.toml for Python 3.9 compatibility.

* Refactor deepinv installation steps in workflow

Removed conditional installation for Python 3.9 and adjusted the installation step for deepinv dependencies.

* Support 3D patches datasets (#806)

* Nibabel test hotfix (#863)

* Nibabel test hotfix

* Require 'blosc2' for the test dataset

Added a dependency check for 'blosc2' in the test.

* Typing optim (#827)

* distance typed

* dpir

* data fidelity

* fix callable

* bregman

* fix callable distance

* epll

* start optimizers.py

* phase retrieval

* start utils

* utils fixes

* fix circular import from physics

* bregman returns

* data fid phsycis & return

* distance returns

* epll returns

* opt & phase retrieval

* return spectral wrapper

* future annotations

* _reconstruction_step

* utils

* add suggestions

* finish optimizers.py

* Gentler loader check (#871)

* Gentler loader check

* remove codecov from test

* black

* add wee comment

* Fix error handling for CBSD68 dataset (#868)

* fix error handling

* fix

* suggestions

* add PR #723 in CHANGELOG; fix some minor typos (#860)

* add PR #723 in CHANGELOG; fix some minor typos

* update CHANGELOG

* Fix DDRM citation to reference Kawar et al. 2022 (#876)

* Initial plan

* Fix DDRM reference to cite Kawar et al. 2022

Co-authored-by: tachella <[email protected]>

---------

Co-authored-by: copilot-swe-agent[bot] <[email protected]>
Co-authored-by: tachella <[email protected]>

* Allow for complex data inside Wavelets (#738)

* Update mri.py

* Update mri.py

* Added Complex support

* Added support for complex data

* reformat

* Undo MRI change

* More fixes

* More fixes

* yet more fixes, gosh why am i like this

* Finally done

* Take in comments

* fix psnr and add performance checks

---------

Co-authored-by: German Shâma Wache <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>

* add self-sup eval + history fixes (#777)

* add self-sup eval + history fixes

* changelog

* avoid using losses as metrics + add explicit model inference with .eval + trainer tests

* add docs warning

* remove loss docstring from metric

* add missing docstrings

* small fix

* doc fixes

* doc fixes

* fixes

* fix adversarial

* fixes

* fix bugs

* black

* reblack

* jeremy's comments

* improve docs explanation

* unsure + community + generate_datasets fix

* early_stop int + fix doc typo

* fix docs

* add pragma

* andrew's comments

* docstring compute_metrics

* change names + test

* still some fixes to go

* black

* add train_metrics_history

* fix wandb bug

* black + docs fixes

* black + docs fixes

* fix

* fix class link

* re-order

* Update deepinv/training/trainer.py

Co-authored-by: Andrew Wang <[email protected]>

* andrew's comments

* andrew's comments

* fix julian issue

* docstring fixes

---------

Co-authored-by: Andrew Wang <[email protected]>

* Add 3D variants of CNN networks (#869)

* dncnn

* gan

* .

* ruff check

* fix ordering test_pad

* maxpool unet nd

* icnn

* dsccp

* PDNet

* fix icnn

* fix dim drunet

* pragma

* fix dip

* test dsccp 3D

* icnn 3D test

* more tests

* test PDNet

* tests GAN

* .

* test all modes drunet + fix bug from main

* changelog

* clean dummy

* remove c variable

* fix doc rician noise

* 3d models -> denoisers

* warnings

* fixdim doc

* userguide

* syntax

* Fix LsdirHR download (#866)

* .

* ruff + fix docs

* add proposed train glob

* changelog

* fix docstring randompatchsampler

* fix sphynx?

* pragma

* pragma

* fix denoiser docs

* `dinv.io` module and clean up utils (#768)

* start develpoing io submodule + modify examples

* add scipy load mat

* fix doc

* add references to DIP demo (idk why this hasn't been added before)

* add raster

* io -> io_utils, signal -> signals

* checks

* ISMRMD loading

* add all tests

* fix optional deps

* add new example

* fix example

* changelog

* fix docs

* oops

* fix doc

* update typing

* remove load_np and load_nifit in preparation for merge from vicky PR

* black

* test assert in doctest

* add nifti vicky comment + io_utils -> io

* pydicom rescale + lidc uses load_dicom

* fix test

* fix typing in io and add kwargs

* fix sphinx typing

* fix test

* fix doc

* vicky comments

* vicky comment

* fix doc

* blosc2 test

* PET comment

* Minor README fix (#882)

* fix (#885)

Co-authored-by: mh-nguyen712 <[email protected]>

* Minor trainer docstring fixes (#884)

* io -> utils.io

* improve docstring

* very minor fix

* Fix formatting in contributing section of README (#888)

* Fix #887 (#890)

* Move changelog.rst to docs (#889)

* init

* fix links

* fix links

* fix double changelog

* change pytorch link

* remove llm bs

* black

* fix docs

* Update .github/workflows/release.yml

Co-authored-by: Minh Hai Nguyen <[email protected]>

* fix ghs

* fix ghs

---------

Co-authored-by: Minh Hai Nguyen <[email protected]>

* Enable ruff rule N805 (#892)

* enable ruff rule N805

Co-authored-by: Jérémy Scanvic <[email protected]>

* ruff check --fix --unsafe-fixes

Co-authored-by: Jérémy Scanvic <[email protected]>

---------

Co-authored-by: Andrewwango <[email protected]>

* Fix announcement text in conf.py (#901)

* Update link to changelog in PR template (#903)

* Fix docstring formatting in BaseSDE class (#902)

* Refactor release workflow (#914)

* Refactor release workflow by removing CI checks

Remove CI status check step from release workflow

* fixes

* fixes

* black

* Release v0.3.6 (#917)

Co-authored-by: tachella <[email protected]>

* Fix license formatting in CITATION.cff (#920)

* Fix license formatting in CITATION.cff

* Create workflow to validate CITATION.cff

Add GitHub Actions workflow to validate CITATION.cff file

* Add check_citation.yml workflow file

* Fix license format in CITATION.cff

* Add DOI and version to CITATION.cff

* Warn inconsistent upsampling parameters in SwinIR (#909)

* add a warning to SwinIR

* update the changelog

* let test be skipped when timm is absent (#922)

* Enable ruff rule E402 (#910)

* enable rule E402

Co-authored-by: Jérémy Scanvic <[email protected]>

* ignore E402 in the examples

Co-authored-by: Jérémy Scanvic <[email protected]>

* disable E402 in deepinv/__init__.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* pull changes from original PR

* fix the import location

* put back the weird named import

---------

Co-authored-by: Thibaut Modrzyk <[email protected]>

* Add demo to connect spyrit and deepinv (#865)

* Add demo to connect spyrit and deepinv

* implement changes

* lint

* add spyrit optional dependency

* fix toml file

* fix attribute to /images/

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

---------

Co-authored-by: Thibaut Modrzyk <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>

* add youtube (#926)

* Add center_crop parameter to Metric class (#913)

* Initial plan

* Add center_crop functionality to Metric class and update all child classes

Co-authored-by: tachella <[email protected]>

* fix metric docs + black + test for mixed signs

* fix docstrings

---------

Co-authored-by: copilot-swe-agent[bot] <[email protected]>
Co-authored-by: tachella <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>

* fix contributing doc

* remove auto labeller

---------

Co-authored-by: Matthieu Terris <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>
Co-authored-by: romainvo <[email protected]>
Co-authored-by: Andrew Wang <[email protected]>
Co-authored-by: Vicky De Ridder <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>
Co-authored-by: Johannes Hertrich <[email protected]>
Co-authored-by: Brayan Monroy <[email protected]>
Co-authored-by: Copilot <[email protected]>
Co-authored-by: Chaithya G R <[email protected]>
Co-authored-by: German Shâma Wache <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>
Co-authored-by: Minh Hai Nguyen <[email protected]>
Co-authored-by: mh-nguyen712 <[email protected]>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Thibaut Modrzyk <[email protected]>
Co-authored-by: tbaudier <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>
Andrewwango added a commit that referenced this pull request Nov 14, 2025
* enable blank issues

* PR status labels

* readme/index/community references contributing

* add label system

* Labelling (#931)

* 3D Total variation priors (#745)

* 3D denoising variational

* comments

* comments jeremy

* Remove concurrency settings from gpu_docs.yml (#850)

* Remove concurrency settings from gpu_docs.yml

final CI fixes

* Remove concurrency settings from test_gpu.yml

Removed concurrency settings from the GPU test workflow.

* Refine Codecov upload condition for Linux only

* Update Codecov upload condition in workflow

Restrict Codecov upload to Linux with Python 3.10 only.

* Fix astra test failing on GPU (#841)

* fix normalize threshold in astra tests

* black

* Fix test transform on GPU (#852)

Co-authored-by: Andrew Wang <[email protected]>

* Fix broken download Set14 (#845)

* .

* fix

* adapt docs & use utils

* changelog

* Fix py3.9 not supported by recent coverage version (#856)

* .

* .

* Follow up to #856 (#857)

* Robustify CI for Python 3.9 (#858)

* Robustify CI for Python 3.9

* Update test_pr.yml

* Fix pip install command for Python 3.9

* Update test_pr.yml

* Update CI workflow for deepinv installation

Refactor installation steps for deepinv in CI workflow to handle Python 3.9 compatibility.

* Add compatibility step for Python 3.9 in workflow

Add step to modify pyproject.toml for Python 3.9 compatibility.

* Refactor deepinv installation steps in workflow

Removed conditional installation for Python 3.9 and adjusted the installation step for deepinv dependencies.

* Support 3D patches datasets (#806)

* Nibabel test hotfix (#863)

* Nibabel test hotfix

* Require 'blosc2' for the test dataset

Added a dependency check for 'blosc2' in the test.

* Typing optim (#827)

* distance typed

* dpir

* data fidelity

* fix callable

* bregman

* fix callable distance

* epll

* start optimizers.py

* phase retrieval

* start utils

* utils fixes

* fix circular import from physics

* bregman returns

* data fid phsycis & return

* distance returns

* epll returns

* opt & phase retrieval

* return spectral wrapper

* future annotations

* _reconstruction_step

* utils

* add suggestions

* finish optimizers.py

* Gentler loader check (#871)

* Gentler loader check

* remove codecov from test

* black

* add wee comment

* Fix error handling for CBSD68 dataset (#868)

* fix error handling

* fix

* suggestions

* add PR #723 in CHANGELOG; fix some minor typos (#860)

* add PR #723 in CHANGELOG; fix some minor typos

* update CHANGELOG

* Fix DDRM citation to reference Kawar et al. 2022 (#876)

* Initial plan

* Fix DDRM reference to cite Kawar et al. 2022

Co-authored-by: tachella <[email protected]>

---------

Co-authored-by: copilot-swe-agent[bot] <[email protected]>
Co-authored-by: tachella <[email protected]>

* Allow for complex data inside Wavelets (#738)

* Update mri.py

* Update mri.py

* Added Complex support

* Added support for complex data

* reformat

* Undo MRI change

* More fixes

* More fixes

* yet more fixes, gosh why am i like this

* Finally done

* Take in comments

* fix psnr and add performance checks

---------

Co-authored-by: German Shâma Wache <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>

* add self-sup eval + history fixes (#777)

* add self-sup eval + history fixes

* changelog

* avoid using losses as metrics + add explicit model inference with .eval + trainer tests

* add docs warning

* remove loss docstring from metric

* add missing docstrings

* small fix

* doc fixes

* doc fixes

* fixes

* fix adversarial

* fixes

* fix bugs

* black

* reblack

* jeremy's comments

* improve docs explanation

* unsure + community + generate_datasets fix

* early_stop int + fix doc typo

* fix docs

* add pragma

* andrew's comments

* docstring compute_metrics

* change names + test

* still some fixes to go

* black

* add train_metrics_history

* fix wandb bug

* black + docs fixes

* black + docs fixes

* fix

* fix class link

* re-order

* Update deepinv/training/trainer.py

Co-authored-by: Andrew Wang <[email protected]>

* andrew's comments

* andrew's comments

* fix julian issue

* docstring fixes

---------

Co-authored-by: Andrew Wang <[email protected]>

* Add 3D variants of CNN networks (#869)

* dncnn

* gan

* .

* ruff check

* fix ordering test_pad

* maxpool unet nd

* icnn

* dsccp

* PDNet

* fix icnn

* fix dim drunet

* pragma

* fix dip

* test dsccp 3D

* icnn 3D test

* more tests

* test PDNet

* tests GAN

* .

* test all modes drunet + fix bug from main

* changelog

* clean dummy

* remove c variable

* fix doc rician noise

* 3d models -> denoisers

* warnings

* fixdim doc

* userguide

* syntax

* Fix LsdirHR download (#866)

* .

* ruff + fix docs

* add proposed train glob

* changelog

* fix docstring randompatchsampler

* fix sphynx?

* pragma

* pragma

* fix denoiser docs

* `dinv.io` module and clean up utils (#768)

* start develpoing io submodule + modify examples

* add scipy load mat

* fix doc

* add references to DIP demo (idk why this hasn't been added before)

* add raster

* io -> io_utils, signal -> signals

* checks

* ISMRMD loading

* add all tests

* fix optional deps

* add new example

* fix example

* changelog

* fix docs

* oops

* fix doc

* update typing

* remove load_np and load_nifit in preparation for merge from vicky PR

* black

* test assert in doctest

* add nifti vicky comment + io_utils -> io

* pydicom rescale + lidc uses load_dicom

* fix test

* fix typing in io and add kwargs

* fix sphinx typing

* fix test

* fix doc

* vicky comments

* vicky comment

* fix doc

* blosc2 test

* PET comment

* Minor README fix (#882)

* fix (#885)

Co-authored-by: mh-nguyen712 <[email protected]>

* Minor trainer docstring fixes (#884)

* io -> utils.io

* improve docstring

* very minor fix

* Fix formatting in contributing section of README (#888)

* Fix #887 (#890)

* Move changelog.rst to docs (#889)

* init

* fix links

* fix links

* fix double changelog

* change pytorch link

* remove llm bs

* black

* fix docs

* Update .github/workflows/release.yml

Co-authored-by: Minh Hai Nguyen <[email protected]>

* fix ghs

* fix ghs

---------

Co-authored-by: Minh Hai Nguyen <[email protected]>

* Enable ruff rule N805 (#892)

* enable ruff rule N805

Co-authored-by: Jérémy Scanvic <[email protected]>

* ruff check --fix --unsafe-fixes

Co-authored-by: Jérémy Scanvic <[email protected]>

---------

Co-authored-by: Andrewwango <[email protected]>

* Fix announcement text in conf.py (#901)

* Update link to changelog in PR template (#903)

* Fix docstring formatting in BaseSDE class (#902)

* Refactor release workflow (#914)

* Refactor release workflow by removing CI checks

Remove CI status check step from release workflow

* fixes

* fixes

* black

* Release v0.3.6 (#917)

Co-authored-by: tachella <[email protected]>

* Fix license formatting in CITATION.cff (#920)

* Fix license formatting in CITATION.cff

* Create workflow to validate CITATION.cff

Add GitHub Actions workflow to validate CITATION.cff file

* Add check_citation.yml workflow file

* Fix license format in CITATION.cff

* Add DOI and version to CITATION.cff

* Warn inconsistent upsampling parameters in SwinIR (#909)

* add a warning to SwinIR

* update the changelog

* let test be skipped when timm is absent (#922)

* Enable ruff rule E402 (#910)

* enable rule E402

Co-authored-by: Jérémy Scanvic <[email protected]>

* ignore E402 in the examples

Co-authored-by: Jérémy Scanvic <[email protected]>

* disable E402 in deepinv/__init__.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* pull changes from original PR

* fix the import location

* put back the weird named import

---------

Co-authored-by: Thibaut Modrzyk <[email protected]>

* Add demo to connect spyrit and deepinv (#865)

* Add demo to connect spyrit and deepinv

* implement changes

* lint

* add spyrit optional dependency

* fix toml file

* fix attribute to /images/

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

* Update examples/external-libraries/demo_connect_spyrit.py

Co-authored-by: Jérémy Scanvic <[email protected]>

---------

Co-authored-by: Thibaut Modrzyk <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>

* add youtube (#926)

* Add center_crop parameter to Metric class (#913)

* Initial plan

* Add center_crop functionality to Metric class and update all child classes

Co-authored-by: tachella <[email protected]>

* fix metric docs + black + test for mixed signs

* fix docstrings

---------

Co-authored-by: copilot-swe-agent[bot] <[email protected]>
Co-authored-by: tachella <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>

* fix contributing doc

* remove auto labeller

---------

Co-authored-by: Matthieu Terris <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>
Co-authored-by: romainvo <[email protected]>
Co-authored-by: Andrew Wang <[email protected]>
Co-authored-by: Vicky De Ridder <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>
Co-authored-by: Johannes Hertrich <[email protected]>
Co-authored-by: Brayan Monroy <[email protected]>
Co-authored-by: Copilot <[email protected]>
Co-authored-by: Chaithya G R <[email protected]>
Co-authored-by: German Shâma Wache <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>
Co-authored-by: Minh Hai Nguyen <[email protected]>
Co-authored-by: mh-nguyen712 <[email protected]>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Thibaut Modrzyk <[email protected]>
Co-authored-by: tbaudier <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>

---------

Co-authored-by: Matthieu Terris <[email protected]>
Co-authored-by: Julián Tachella <[email protected]>
Co-authored-by: romainvo <[email protected]>
Co-authored-by: Andrew Wang <[email protected]>
Co-authored-by: Vicky De Ridder <[email protected]>
Co-authored-by: Jérémy Scanvic <[email protected]>
Co-authored-by: Johannes Hertrich <[email protected]>
Co-authored-by: Brayan Monroy <[email protected]>
Co-authored-by: Copilot <[email protected]>
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