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

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>

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

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

* Try add GPU ci for prototype transforms

* Update prototype-transforms-tests-linux-gpu.yml

* Update prototype-transforms-tests-linux-gpu.yml

* Update prototype-transforms-tests-linux-gpu.yml

* Update prototype-transforms-tests-linux-gpu.yml

* Update prototype-transforms-tests-linux-gpu.yml

* add small tolerance for adjust_contrast on CUDA

* [skip-ci] update
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* rename features._Feature to datapoints.Datapoint

* _Datapoint to Datapoint

* move is_simple_tensor to transforms.utils

* fix CI

* move Datapoint out of public namespace

* minor cleanup of the prototype transforms tests

* refactor ImagePair

* pretty format enum

* use non-random images for interpolation kernels for testing

* use real image rather than artificial

* cleanup

* 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

* add support for fine-grained tolerance settings

* fix test_cuda_vs_cpu

* add KernelInfo's for {five, ten}_crop_video

* add video kernels to dispatcher tests

* Restore BC on perspective

* Fixes linter

* Fixing tests.

* Apply code-review changes.

* Pleasing mypy.

* Revert named parameters.

* remove unnecessary changes from pad_image_tensor

* cleanup

* fix fill=None workaround

* address review comments

* remove more xfails

* [proto] Speed-up crop on bboxes and tests

* Fix linter

* Update _geometry.py

* Fixed device issue

* Revert changes in test/prototype_transforms_kernel_infos.py

* Fixed failing correctness tests

* [proto] Optimized functional pad op for bboxes + tests

* Renamed copy-pasted variable name

* Code update

* Fixes according to the review

* [proto] Speed-up crop on bboxes and tests

* Fix linter

* Update _geometry.py

* Fixed device issue

* Revert changes in test/prototype_transforms_kernel_infos.py

* Fixed failing correctness tests

* [proto][tests] Added ref functions for h/v flips

* Better dtype handling in reference_affine_bounding_box_helper

* fix reference tests for convert_format_bounding_box

* add check to prevent empty args_kwargs_fns in the future

* extend support of posterize to all integer and floating dtypes

* remove raise

* revert to fixed value range for integer dtypes

* extend equalize to all integer and floating dtypes

* address nits

* ignore git warning 'globally'

* improve comment

* Adding temporal sampling kernel and dispatcher.

* Adding the UniformTemporalSubsample class.

* Add it on init

* Adding tests.

* Addressing comments.

* Reverting proposal as it led to different results.

* add more tests for uniform_temporal_subsample

* cleanup

* fix logic

* fix logic

* make test more strict

* lint

* Update torchvision/prototype/transforms/functional/_temporal.py

* remove pytorchvideo again per request
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* 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