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Fix bug to ensure qml.math.dot works in autograph mode #1842

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merged 3 commits into from
Nov 3, 2021

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@josh146 josh146 commented Nov 3, 2021

Context: In Autograph mode (e.g., using @tf.function), cost functions are initially traced with 'placeholder' tensors that have no shape, value, or dimension. This was causing qml.math.dot() to fail, as this function contains tensor.ndim calls.

Description of the Change: Modifies the TensorFlow section of qml.math.dot, to instead use len(shape(x)) rather than x.ndim. This will work in both eager and autograph mode.

Benefits: Cost functions that use @tf.function, and involve qml.math.dot(), will now work without error.

Possible Drawbacks: n/a

Related GitHub Issues: n/a

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github-actions bot commented Nov 3, 2021

Hello. You may have forgotten to update the changelog!
Please edit doc/releases/changelog-dev.md with:

  • A one-to-two sentence description of the change. You may include a small working example for new features.
  • A link back to this PR.
  • Your name (or GitHub username) in the contributors section.

@josh146 josh146 added the bug 🐛 Something isn't working label Nov 3, 2021
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Codecov Report

❗ No coverage uploaded for pull request base (v0.19.0-rc0@b967183). Click here to learn what that means.
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Checked, everything works perfect 😊
Thanks @josh146 !

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Looks good to me! 💯 Thank you for fixing this 😊

@antalszava antalszava merged commit a60884f into v0.19.0-rc0 Nov 3, 2021
@antalszava antalszava deleted the fix-autograd-dot-bug branch November 3, 2021 14:34
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@antalszava antalszava mentioned this pull request Nov 3, 2021
antalszava added a commit that referenced this pull request Nov 4, 2021
* extend the changelog item of the init module deprecation (#1833)

* add sorting to `get_parameters`

* undo accidental direct push to v0.19.0-rc0

* Remove template decorator from PennyLane functions (#1808) (#1835)

* Remove template decorator.

* Correct import and changelog.

* Change interferometer.

* Update pennylane/templates/broadcast.py

Co-authored-by: antalszava <antalszava@gmail.com>

* Update doc/releases/changelog-dev.md

Co-authored-by: antalszava <antalszava@gmail.com>

* Update pennylane/templates/broadcast.py

Co-authored-by: antalszava <antalszava@gmail.com>

* Update from review.

* More import removed.

* Update parametric ops.

* Update pennylane/templates/subroutines/arbitrary_unitary.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>

* Update `QNGOptimizer` to handle deprecations (#1834)

* pass approx option in QNG if need be

* convert to array instead of list; add recwarn to QNG test case

* Update pennylane/optimize/qng.py

Co-authored-by: Josh Izaac <josh146@gmail.com>

* add expval(H) with two input params test case

* deprecate diag_approx keyword for QNGOptimizer

* format

* docstring

* changelog

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Sorted `tape.get_parameters` (#1836)

* sorted `get_parameters`

* adapt PR count

* fix metric tensor tests

* also sort in `set_parameters`

* Fix bug to ensure qml.math.dot works in autograph mode (#1842)

* Fix bug to ensure qml.math.dot works in autograph mode

* changelog

Co-authored-by: antalszava <antalszava@gmail.com>

* Update `expand_fn` (rc) (#1838)

* expand_fn

* changes just as in master

* new lines

* Ensure that the correct version of keras is installed for TensorFlow CI (#1847)

* Ensure that the correct version of keras is installed for TensorFlow CI (#1847)

* changelog

Co-authored-by: dwierichs <davidwierichs@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: Josh Izaac <josh146@gmail.com>
josh146 added a commit that referenced this pull request Nov 9, 2021
* extend the changelog item of the init module deprecation (#1833)

* add sorting to `get_parameters`

* undo accidental direct push to v0.19.0-rc0

* Remove template decorator from PennyLane functions (#1808) (#1835)

* Remove template decorator.

* Correct import and changelog.

* Change interferometer.

* Update pennylane/templates/broadcast.py

Co-authored-by: antalszava <antalszava@gmail.com>

* Update doc/releases/changelog-dev.md

Co-authored-by: antalszava <antalszava@gmail.com>

* Update pennylane/templates/broadcast.py

Co-authored-by: antalszava <antalszava@gmail.com>

* Update from review.

* More import removed.

* Update parametric ops.

* Update pennylane/templates/subroutines/arbitrary_unitary.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>

* Update `QNGOptimizer` to handle deprecations (#1834)

* pass approx option in QNG if need be

* convert to array instead of list; add recwarn to QNG test case

* Update pennylane/optimize/qng.py

Co-authored-by: Josh Izaac <josh146@gmail.com>

* add expval(H) with two input params test case

* deprecate diag_approx keyword for QNGOptimizer

* format

* docstring

* changelog

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Sorted `tape.get_parameters` (#1836)

* sorted `get_parameters`

* adapt PR count

* fix metric tensor tests

* also sort in `set_parameters`

* Fix bug to ensure qml.math.dot works in autograph mode (#1842)

* Fix bug to ensure qml.math.dot works in autograph mode

* changelog

Co-authored-by: antalszava <antalszava@gmail.com>

* Update `expand_fn` (rc) (#1838)

* expand_fn

* changes just as in master

* new lines

* Ensure that the correct version of keras is installed for TensorFlow CI (#1847)

* Add deprecation warning for default.tensor (#1851)

* add warning and test

* add changelog

* Update pennylane/beta/devices/default_tensor.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: antalszava <antalszava@gmail.com>

* fix docstrings in hf module (#1853)

* fix hf docstrings

* Update pennylane/hf/hartree_fock.py

Co-authored-by: Romain <rmoyard@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>

* Docstring updates of new features before the release (#1859)

* doc format

* docstring example

* Hide :orphan: from displaying in the release notes (#1863)

* Update single_dispatch.py (#1857)

* Add support for abstract tensors in AmplitudeEmbedding (#1845)

* Add support for abstract tensors in AmplitudeEmbedding

* add tests

* update changelog

* Apply suggestions from code review

Co-authored-by: Romain <rmoyard@gmail.com>

* fix

* fix

* fix

* Add batchtracer support

* Update tests/math/test_is_abstract.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: antalszava <antalszava@gmail.com>

* Add documentation for the hf module (#1839)

* create rst file for hf module

* Documentation Updates (#1868)

* documentation updates

* Update doc/introduction/interfaces/numpy.rst

* Apply suggestions from code review

Co-authored-by: antalszava <antalszava@gmail.com>

* scipy minimize update

* collections of qnode section re-added

* new lines

Co-authored-by: antalszava <antalszava@gmail.com>

* Update deprecated use of `qml.grad`/`qml.jacobian` in docstrings (#1860)

* autograd device requires_grad

* math.quantum example

* tracker

* tracker 2nd

* batch_transform

* batch_params

* fix batch params docstring

* update

* Update pennylane/transforms/batch_params.py

Co-authored-by: antalszava <antalszava@gmail.com>

* `qml.math.is_independent` no deprecation warnings with `qml.grad`/`qml.jacobian` (#1862)

* is_independent no deprecation warning

* is_independent no deprecation warning tests

* docstring

* formatting

* mark arrayboxes as trainable still; adjust test case (no autograd warning)

* define requires_grad=True for random args only with Autograd (not JAX) to avoid errors with JAX tracers

* add in warning checks such that warnings are for sure not emitted

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

Co-authored-by: Josh Izaac <josh146@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: Christina Lee <christina@xanadu.ai>

* change example (#1875)

* `v0.19.0` release notes (#1852)

* pl + qchem versions

* draft release notes

* example + changelog-dev.md

* changelog-dev

* batch_params output

* shorten U decomp example to print well

* need orbitals kwarg when using hf_state as positional came after kwarg

* need orbitals kwarg when using hf_state as positional came after kwarg

* trainable params

* orphan

* contributors

* notes

* HF solver example

* HF solver example

* HF solver text

* doc item for #1724

* item for 1769

* doc item for #1792

* #1804, #1802

* #1824

* pyscf pin

* PR links

* resolve changelog (#1858)

Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com>

* Update release_notes.md

* Apply HF wording suggestion from Josh

* fix batch params docstring

* update

* merge batch_params dim_output

* new shape for the output of the batch_params example

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* transforms order change as suggested

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* shorten ex as suggested

* shorten insert example

* move classical jac change to improvements as suggested

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* move is_independent to improvements

* remove sentence as suggested

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* change the order of the improvements based on the suggestions

* rephrase qml.grad/qml.jacobian deprecation date

* Update doc/releases/changelog-0.19.0.md

* no current release tag for v0.18.0

* no -dev

* fix

* fix

* correct GateFabric api link

* JAX interface as improvement

* create_expand_fn suggestion

* requires_grad.png

* GateFabric full path

Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com>
Co-authored-by: Josh Izaac <josh146@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>

* Tkt rc (#1870)

* changed readme and index tkt

* kept changelog

* Changed docs image

* Deleted changelog

* Apply suggestions from code review

Co-authored-by: antalszava <antalszava@gmail.com>
Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>

* removed readme tkt

* Removed readme

* README.md form release candidate

Co-authored-by: Catalina Albornoz <catalina@xanadu.ai>
Co-authored-by: antalszava <antalszava@gmail.com>
Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>

* Re-add the dev changelog to the release notes

* tests/transforms/test_batch_params.py from master

* use {} for dicts to make codecov happy

* update batch params

Co-authored-by: dwierichs <davidwierichs@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: Josh Izaac <josh146@gmail.com>
Co-authored-by: Maria Schuld <mariaschuld@gmail.com>
Co-authored-by: Christina Lee <christina@xanadu.ai>
Co-authored-by: soranjh <40344468+soranjh@users.noreply.github.com>
Co-authored-by: Guillermo Alonso-Linaje <65235481+KetpuntoG@users.noreply.github.com>
Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com>
Co-authored-by: CatalinaAlbornoz <albornoz.catalina@hotmail.com>
Co-authored-by: Catalina Albornoz <catalina@xanadu.ai>
Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>
josh146 added a commit that referenced this pull request Nov 29, 2021
* extend the changelog item of the init module deprecation (#1833)

* add sorting to `get_parameters`

* undo accidental direct push to v0.19.0-rc0

* Remove template decorator from PennyLane functions (#1808) (#1835)

* Remove template decorator.

* Correct import and changelog.

* Change interferometer.

* Update pennylane/templates/broadcast.py

Co-authored-by: antalszava <antalszava@gmail.com>

* Update doc/releases/changelog-dev.md

Co-authored-by: antalszava <antalszava@gmail.com>

* Update pennylane/templates/broadcast.py

Co-authored-by: antalszava <antalszava@gmail.com>

* Update from review.

* More import removed.

* Update parametric ops.

* Update pennylane/templates/subroutines/arbitrary_unitary.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>

* Update `QNGOptimizer` to handle deprecations (#1834)

* pass approx option in QNG if need be

* convert to array instead of list; add recwarn to QNG test case

* Update pennylane/optimize/qng.py

Co-authored-by: Josh Izaac <josh146@gmail.com>

* add expval(H) with two input params test case

* deprecate diag_approx keyword for QNGOptimizer

* format

* docstring

* changelog

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Sorted `tape.get_parameters` (#1836)

* sorted `get_parameters`

* adapt PR count

* fix metric tensor tests

* also sort in `set_parameters`

* Fix bug to ensure qml.math.dot works in autograph mode (#1842)

* Fix bug to ensure qml.math.dot works in autograph mode

* changelog

Co-authored-by: antalszava <antalszava@gmail.com>

* Update `expand_fn` (rc) (#1838)

* expand_fn

* changes just as in master

* new lines

* Ensure that the correct version of keras is installed for TensorFlow CI (#1847)

* Add deprecation warning for default.tensor (#1851)

* add warning and test

* add changelog

* Update pennylane/beta/devices/default_tensor.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: antalszava <antalszava@gmail.com>

* fix docstrings in hf module (#1853)

* fix hf docstrings

* Update pennylane/hf/hartree_fock.py

Co-authored-by: Romain <rmoyard@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>

* Docstring updates of new features before the release (#1859)

* doc format

* docstring example

* Hide :orphan: from displaying in the release notes (#1863)

* Update single_dispatch.py (#1857)

* Add support for abstract tensors in AmplitudeEmbedding (#1845)

* Add support for abstract tensors in AmplitudeEmbedding

* add tests

* update changelog

* Apply suggestions from code review

Co-authored-by: Romain <rmoyard@gmail.com>

* fix

* fix

* fix

* Add batchtracer support

* Update tests/math/test_is_abstract.py

Co-authored-by: antalszava <antalszava@gmail.com>

Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: antalszava <antalszava@gmail.com>

* Add documentation for the hf module (#1839)

* create rst file for hf module

* Documentation Updates (#1868)

* documentation updates

* Update doc/introduction/interfaces/numpy.rst

* Apply suggestions from code review

Co-authored-by: antalszava <antalszava@gmail.com>

* scipy minimize update

* collections of qnode section re-added

* new lines

Co-authored-by: antalszava <antalszava@gmail.com>

* Update deprecated use of `qml.grad`/`qml.jacobian` in docstrings (#1860)

* autograd device requires_grad

* math.quantum example

* tracker

* tracker 2nd

* batch_transform

* batch_params

* fix batch params docstring

* update

* Update pennylane/transforms/batch_params.py

Co-authored-by: antalszava <antalszava@gmail.com>

* `qml.math.is_independent` no deprecation warnings with `qml.grad`/`qml.jacobian` (#1862)

* is_independent no deprecation warning

* is_independent no deprecation warning tests

* docstring

* formatting

* mark arrayboxes as trainable still; adjust test case (no autograd warning)

* define requires_grad=True for random args only with Autograd (not JAX) to avoid errors with JAX tracers

* add in warning checks such that warnings are for sure not emitted

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

* Update pennylane/transforms/batch_params.py

Co-authored-by: Christina Lee <christina@xanadu.ai>

Co-authored-by: Josh Izaac <josh146@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: Christina Lee <christina@xanadu.ai>

* change example (#1875)

* `v0.19.0` release notes (#1852)

* pl + qchem versions

* draft release notes

* example + changelog-dev.md

* changelog-dev

* batch_params output

* shorten U decomp example to print well

* need orbitals kwarg when using hf_state as positional came after kwarg

* need orbitals kwarg when using hf_state as positional came after kwarg

* trainable params

* orphan

* contributors

* notes

* HF solver example

* HF solver example

* HF solver text

* doc item for #1724

* item for 1769

* doc item for #1792

* #1804, #1802

* #1824

* pyscf pin

* PR links

* resolve changelog (#1858)

Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com>

* Update release_notes.md

* Apply HF wording suggestion from Josh

* fix batch params docstring

* update

* merge batch_params dim_output

* new shape for the output of the batch_params example

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* transforms order change as suggested

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* shorten ex as suggested

* shorten insert example

* move classical jac change to improvements as suggested

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* move is_independent to improvements

* remove sentence as suggested

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* Update doc/releases/changelog-0.19.0.md

Co-authored-by: Josh Izaac <josh146@gmail.com>

* change the order of the improvements based on the suggestions

* rephrase qml.grad/qml.jacobian deprecation date

* Update doc/releases/changelog-0.19.0.md

* no current release tag for v0.18.0

* no -dev

* fix

* fix

* correct GateFabric api link

* JAX interface as improvement

* create_expand_fn suggestion

* requires_grad.png

* GateFabric full path

Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com>
Co-authored-by: Josh Izaac <josh146@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>

* Tkt rc (#1870)

* changed readme and index tkt

* kept changelog

* Changed docs image

* Deleted changelog

* Apply suggestions from code review

Co-authored-by: antalszava <antalszava@gmail.com>
Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>

* removed readme tkt

* Removed readme

* README.md form release candidate

Co-authored-by: Catalina Albornoz <catalina@xanadu.ai>
Co-authored-by: antalszava <antalszava@gmail.com>
Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>

* contributors

* Update the norm check for `QubitStateVector` in `default.qubit` (v0.19.1) (#1924)

* norm check fix

* 0.19.1 changelog

* 0.19.1 bump

* pr number

* changelog for 0.19.1 in the release notes

* torch coerce change, qml.math for Hermitian

* test changes

* readd torch_device kwarg

* format

* use torch device arg and add cuda_was_set branch

* polish

* TestApply cover with torch_device; update the def for OrbitalRotation to be compatible with CUDA

* Add notes to tests using execute; CRX + CRY convert_like; Integration tests passing

* passthru test

* more tests

* format

* coerce refine + test

* tidy

* branch off for Torch

* def self._torch_device_requested and extend check in execute

* test and further adjustments

* format

* changelog

* Mark the kernel test not converging as xfail (#1918)

* mark the kernel test not converging as xfail

* format

* skipif

* skipif marker

* format

* changelog

* lint

* todo no longer relevant

* PauliRot identity matrix consider Torch

* format

* paulirot identity matrix test

* add gpu marker

* more torch_device usage

* more fixes with finite diff; update tests

* qml.math.allclose

* Move the state to device conversion from apply_operation to the execute method because it logically belongs there better

* Move the state to device conversion within if statement, add comment; change a test to avoid raising a warning

* format

* error message; gpu marker on the coercion test in qml.math; error matching

* format

* warning

* warning test

* no print

* format

* Fix parametric ops GPU compatibility (`v0.19.1`) (#1927)

* torch coerce change, qml.math for Hermitian

* test changes

* readd torch_device kwarg

* format

* use torch device arg and add cuda_was_set branch

* polish

* TestApply cover with torch_device; update the def for OrbitalRotation to be compatible with CUDA

* Add notes to tests using execute; CRX + CRY convert_like; Integration tests passing

* passthru test

* more tests

* format

* coerce refine + test

* tidy

* branch off for Torch

* def self._torch_device_requested and extend check in execute

* test and further adjustments

* format

* changelog

* Mark the kernel test not converging as xfail (#1918)

* mark the kernel test not converging as xfail

* format

* skipif

* skipif marker

* format

* changelog

* lint

* todo no longer relevant

* PauliRot identity matrix consider Torch

* format

* paulirot identity matrix test

* add gpu marker

* more torch_device usage

* more fixes with finite diff; update tests

* qml.math.allclose

* Move the state to device conversion from apply_operation to the execute method because it logically belongs there better

* Move the state to device conversion within if statement, add comment; change a test to avoid raising a warning

* format

* error message; gpu marker on the coercion test in qml.math; error matching

* format

* warning

* warning test

* no print

* format

* contributors for the bug fix release

* changelog

* Update doc/development/release_notes.md

* import order

* Update tests/devices/test_default_qubit_torch.py

* resolve conflicts

* remove _apply_operation as a whole

* use f string instead of format call to make codefactor happy

* use f string instead of format call in default.qubit to make codefactor happy

* more f strings; {} instead of dict()

* format

* PauliRot Torch run on CPU too to increase coverage

* format

Co-authored-by: dwierichs <davidwierichs@gmail.com>
Co-authored-by: Romain <rmoyard@gmail.com>
Co-authored-by: Josh Izaac <josh146@gmail.com>
Co-authored-by: Maria Schuld <mariaschuld@gmail.com>
Co-authored-by: Christina Lee <christina@xanadu.ai>
Co-authored-by: soranjh <40344468+soranjh@users.noreply.github.com>
Co-authored-by: Guillermo Alonso-Linaje <65235481+KetpuntoG@users.noreply.github.com>
Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com>
Co-authored-by: CatalinaAlbornoz <albornoz.catalina@hotmail.com>
Co-authored-by: Catalina Albornoz <catalina@xanadu.ai>
Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>
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3 participants