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Co-authored-by: vfdev <vfdev.5@gmail.com>
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

Co-authored-by: Philip Meier <github.pmeier@posteo.de>

Co-authored-by: vfdev-5 <vfdev.5@gmail.com>

Co-authored-by: Nicolas Hug <nh.nicolas.hug@gmail.com>

Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

Co-authored-by: vfdev <vfdev.5@gmail.com>

Co-authored-by: Philip Meier <github.pmeier@posteo.de>

Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
Co-authored-by: vfdev-5 <vfdev.5@gmail.com>

Co-authored-by: Philip Meier <github.pmeier@posteo.de>

Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* improve prototype GPU CI config

* consolidate CPU and GPU prototype workflows

* [REVERTME] deactivate other CI

* syntax

* fix name

* fix echo mutex

* style

* fix runner

* add jobname

* run all prototype tests

* fix mutex echo

* cleanup

* Revert "[REVERTME] deactivate other CI"

This reverts commit c931ff2c27bbc2b04324b777ae39a6fc25e50b8a.

* remove old workflows

* use free GHA runner for CPU tests

* Revert "use free GHA runner for CPU tests"

This reverts commit a209b31387d9d14bc6446743587db244bccc2106.

* [REVERTME] turn warnings into errors

* try fix test warnings

* fix module import in tests

* revert

* int -> float

* [REVERTME] why do we have to mark as safe?

* rename features._Feature to datapoints.Datapoint

* _Datapoint to Datapoint

* move is_simple_tensor to transforms.utils

* fix CI

* move Datapoint out of public namespace

* expose some prototype transforms utils

* rename _isinstance

* Clean up `_get_inverse_affine_matrix` and `_compute_affine_output_size`

* Optimize `_apply_grid_transform`

* Cleanup `_assert_grid_transform_inputs`

* Fix bugs on `_pad_with_scalar_fill` & `crop_mask` and port `crop_image_tensor`

* Call directly `_pad_with_scalar_fill`

* Fix linter

* Clean up `center_crop_image_tensor`

* Fix comments.

* Fixing rounding issues.

* Bumping tolerance for rotate which is unrelated to this PR.

* Fix tolerance threshold for RandomPerspective.

* Clean up `_affine_grid` and `affine_image_tensor`

* Clean up `rotate_image_tensor`

* Fixing linter

* Address code-review comments.

* fix prototype transforms tests with set agg_method

* use individual tolerances

* refactor PIL reference test

* increase tolerance for elastic_mask

* fix autocontrast tolerances

* increase tolerance for RandomAutocontrast

* Performance optimization for autocontrast

* Fixing tests

* add a signature consistency tests for v1 vs. v2 dispatchers

* temporarily increase test verbosity

* Revert "temporarily increase test verbosity"

This reverts commit 468c73f727af8dde8a2a3cc3063fd64923c50f63.

* fix test to allow annotation deviations

* fill <-> center for rotate

* ignore annotation changes for center / translate in rotate / affine

* replace tensor division with scalar division and tensor multiplication

* fix consistency test tolerances

* Change random generator for ColorJitter.

* Move `_convert_fill_arg` from runtime to constructor.

* Remove unnecessary TypeVars.

* Remove unnecessary casts

* Update comments.

* Minor code-quality changes on Geometical Transforms.

* Fixing linter and other minor fixes.

* Change mitigation for mypy.`

* Fixing the tests.

* Fixing the tests.

* Fix linter

* Restore dict copy.

* Handling of defaultdicts

* restore int idiom

* Update todo

* add KernelInfo

* split dtype and device consistency tests

* add proper support for video

* fix tests and add DispatcherInfo

* add aliases

* cleanup

* fix typo

* WIP

* _blend optim v1

* _blend and color ops optims: v2

* updated a/r tol and configs to make tests pass

* Loose a/r tolerance in AA tests

* Use custom rgb_to_grayscale

* Renamed img -> image

* nit code update

* PR review

* adjust_contrast convert to float32 earlier

* Revert "adjust_contrast convert to float32 earlier"

This reverts commit a82cf8c739d02acd9868ebee4b8b99d101c3e45e.

* fix, ignore, or assert warnings for consistency tests

* fix, ignore, or assert warnings for kernel infos

* fix to_image_tensor for numpy inputs

* make image from numpy contiguous

* fix test

* Use softmax in _get_gaussian_kernel1d

* Revert "Use softmax in _get_gaussian_kernel1d"

This reverts commit eb8fba36302d2da9e06e6f40afaaf901b276a771.

* Code update

* Relaxed tolerance in consistency tests for GaussianBlur and ElasticTransform

* Code review updates

* Update test_prototype_transforms_consistency.py