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

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

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

* rename features._Feature to datapoints.Datapoint

* _Datapoint to Datapoint

* move is_simple_tensor to transforms.utils

* fix CI

* move Datapoint out of public namespace

* introduce type failures in dispatchers

* add type checks to all dispatchers

* add missing else

* add test

* fix convert_color_space

* Remove `_FT` usages from functional

* Update error messages

* Performance optimization on adjust_hue_image_tensor

* handle ints

* Inplace logical ops

* Remove unnecessary casting.

* Fix linter.

* Avoid double casting on adjust_contrast

* Handle properly ints.

* replace tensor division with scalar division and tensor multiplication

* fix consistency test tolerances

* Add support of inplace on `convert_format_bounding_box`

* Move `as_subclass` calls to `F` invocations

* Fix bug.

* Fix _cxcywh_to_xyxy.

* Fixing _xyxy_to_cxcywh.

* Adding comments.

* Minor improvements on functional.

* Restore `_split_alpha`.

* Revert "Restore `_split_alpha`."

This reverts commit 2286120be6d4af2a3c9b52b605d87611ec70fe06.

* Cleaning up the size dimension methods.

* Change error messages.

* add KernelInfo

* split dtype and device consistency tests

* add proper support for video

* fix tests and add DispatcherInfo

* add aliases

* cleanup

* fix typo

* remove copy from convert_color_space

* remove copy from convert_format_bounding_box

* remove .to_* methods from features

* remove unnecessary clones

* add perf todos

* refactor convert_color_space

* lint

* remove another clone

* and another clone

* remove a missed copy

* 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.

* Removing unnecessary methods/classes.

* Unions instead of ImageOrVideo types

* Fixing JIT issue.