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* fix prototype kernels

* fix stable kernels

* fix tests

* make test more robust

* improve invert for signed integers

* improve invert

* fix posterize

* Revert "assume that integer images are [0, 255] in equalize (#6859)"

This reverts commit 436ff9a5

.

* fix solarize in AA

* fix resize

* Revert "fix resize"

This reverts commit 5f33f4aa73e098237650b794157ec9335d964152.

* add comment to float max value
Co-authored-by: Vasilis Vryniotis <datumbox@users.noreply.github.com>

* remove unnecessary changes from pad_image_tensor

* cleanup

* fix fill=None workaround

* address review comments

* remove more xfails

* Bbox resize optimization

* Other (untested) optimizations on `_affine_bounding_box_xyxy` and `elastic_bounding_box`.

* fix conflict

* Reverting changes on elastic

* revert one more change

* Further improvement

* [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

* [proto] Small optims for perspective bboxes op

* [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

* Ported `resize`

* Align with previous behaviour

* Update torchvision/prototype/transforms/functional/_geometry.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Moving input verification on top of method.
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* [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

* Refactor gaussian_blur

* Add conditional reshape

* Further refactoring

* Remove unused import.

* make weights deepcopyable

* add test

* test enum member instead of whole enum

* Reducing unnecessary method calls

* Optimize pad branch.

* Remove unnecessary call to crop_image_tensor

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

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

* Better dtype handling in reference_affine_bounding_box_helper

* [proto] Speed-up h/v bboxes flip ops

* Use more inplace ops

* Removed _old methods

* Fixed jit issue using a bit slower version

* Adjust solarize threshold on input type

* Handle PIL images

* minor refactor

* Fix linter

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

* Better dtype handling in reference_affine_bounding_box_helper

* [iOS] Update Cocoapods for 0.14 release

* Update pytorch version in podspec
Co-authored-by: YosuaMichael <yosuamichael@fb.com>

* Test: add backend parameter

* VideoReader object now works on backend

* Frame reading now passes

* Keyframe seek now passes

* Pyav backend now supports metadata

* changes in test to reflect GPU decoder change

* Linter?

* Test GPU output

* Addressing Joao's comments

* lint

* lint

* Revert "Test GPU output"

This reverts commit f62e955d7dc81bcb23b40d58ea75413b9b62e76d.

* lint?

* lint

* lint

* Address issues in build?

* hopefully doc fix

* Arrgh

* arrgh

* fix typos

* fix input options

* remove read from memory option in pyav

* skip read from mem test for gpu and pyab be

* fix test

* remove unused import

* Hack to get reading from memory work with pyav

* patch audio test
Co-authored-by: Bruno Korbar <bkorbar@quansight.com>
Co-authored-by: Joao Gomes <jdsgomes@fb.com>

* 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.

* [Nova] Add Linux Wheels Build Workflow

* Add smoke tests script

* [Nova] Add Caller workflow for Linux Conda Builds

* Add smoke tests script

* [Nova] More comprehensive Smoke Tests for Torchvision

* No need to import everything since nothing is lazily uploaded

* 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

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

* style: Fixed typing of dataset __getitem__

* style: Fixed last missing typing
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* 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

* [Nova] GHA Linux GPU Job

* increase timeout since jobs timeout and cancel after 30 mins

* bigger instance and longer timeout

* use instance with more gpu memory and only run py38 and cu116 on PR CI

* Moving value estimation of `RandomErasing` from runtime to constructor.

* Speed up mixing on MixUp/Cutmix and small optimization on SimpleCopyPaste.

* Apply nits.

* ignore git warning 'globally'

* improve comment

* Minor improvements on functional.

* Restore `_split_alpha`.

* Revert "Restore `_split_alpha`."

This reverts commit 2286120be6d4af2a3c9b52b605d87611ec70fe06.

* Clean ups on `features` area

* remove unncessary imports

* unwrap features in dispatchers

* cleanup

* align erase / five_crop / ten_crop with other dispatchers