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* Remove Kinetics400 class

* Remove '2007-test' in VOC

* Remove some MobileNet layer classes

* Remove torchvision/models/segmentation/segmentation.py

* Remove some MultiScaleRoIAlign methods

* Remove torchvision/transforms/_functional_video.py

* Remove torchvision/transforms/_transforms_video.py

* Remove resample parameter in transforms

* Remove 'range' parameter

* Remove 'fill_value' parameter in transforms

* Revert to original warning for C++ models - looks like we should still keep them around?

* pre-commit

* Fix docs

* Remove test/test_transforms_video.py

* Some fixes

* Remove more tests

* Revert changes to C++ models

* Add back _transforms_video and change warning message

* Change back the warning message, and will change the warning message on separate PR
Co-authored-by: YosuaMichael <yosuamichaelm@gmail.com>
Co-authored-by: Yosua Michael Maranatha <yosuamichael@fb.com>

* upgrade usort to

* Also update black

* Actually use 1.0.2

* Apply pre-commit
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

Co-authored-by: Vasilis Vryniotis <datumbox@users.noreply.github.com>

* Dataset creation now supports "new" version of Kinetics dataset

* remove unnecessary warning for now

* provide kinetics option

* new reading somehow doesn't need BHWC to BCHW transform

* Addressing minor comments

* Adding kinetics deprication warning for the old Kinetics400 class

* lint error

* Update torchvision/datasets/kinetics.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Updating README

* Remove BHWC to BCHW

* Put warning back

* formatting
Co-authored-by: Bruno Korbar <bkorbar@quansight.com>
Co-authored-by: Vasilis Vryniotis <datumbox@users.noreply.github.com>
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* update urls for kinetics dataset

* update urls for kinetics dataset

* remove errors

* update the changes and add test option to split

* added test to valid values for split arg

* change .txt to .csv for annotation url of k600
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* replace most asserts with exceptions

* fix formating issues

* fix linting and remove more asserts

* fix regresion

* fix regresion

* fix bug

* apply ufmt

* apply ufmt

* fix tests

* fix format

* fix None check

* fix detection models tests

* non scriptable any

* add more checks for None values

* fix retinanet test

* fix retinanet test

* Update references/classification/transforms.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update references/classification/transforms.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update references/optical_flow/transforms.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update references/optical_flow/transforms.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update references/optical_flow/transforms.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* make value checks more pythonic:

* Update references/optical_flow/transforms.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* make value checks more pythonic

* make more checks pythonic

* fix bug

* appy ufmt

* fix tracing issues

* fib typos

* fix lint

* remove unecessary f-strings

* fix bug

* Update torchvision/datasets/mnist.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/datasets/mnist.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/ops/boxes.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/ops/poolers.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/utils.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* address PR comments

* Update torchvision/io/_video_opt.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/models/detection/generalized_rcnn.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/models/feature_extraction.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Update torchvision/models/optical_flow/raft.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* address PR comments

* addressing further pr comments

* fix bug

* remove unecessary else

* apply ufmt

* last pr comment

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

* properly deprecate legacy implementation

* cleanup

* use warning over deprecation directive

* remove patch version

* fix link in Kinetics docstring

* Some more

* fix affine functional tests
Co-authored-by: Nicolas Hug <nicolashug@fb.com>

Co-authored-by: Nicolas Hug <nicolashug@fb.com>

* add ufmt as code formatter

* cleanup

* quote ufmt requirement

* split imports into more groups

* regenerate circleci config

* fix CI

* clarify local testing utils section

* use ufmt pre-commit hook

* split relative imports into local category

* Revert "split relative imports into local category"

This reverts commit f2e224cde2008c56c9347c1f69746d39065cdd51.

* pin black and usort dependencies

* fix local test utils detection

* fix ufmt rev

* add reference utils to local category

* fix usort config

* remove custom categories sorting

* Run pre-commit without fixing flake8

* got a double import in merge
Co-authored-by: Nicolas Hug <nicolashug@fb.com>

* Initial commit

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

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

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

* replace pandas with system library to avoid crashes

* Lint

* Lint

* fixing unittest

* Minor comments removal

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

* remove asserts

* address pmeier formatting changes

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

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

* rename n_classes to num_classes

* formatting changes

* doc change to add ".mp4" to backported class

* formatting to correct line length

* adding **kwargs to Kinetics400 class

* remove urlib request and download the file directly

* annotations and files can be already downloaded

* test fix

* add download tests for Kinetics

* users now dont need to provide full path within the root for new Kinetics dataset

* linter

* Update test/test_datasets_download.py

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* revert whitespace (3680#discussion_r626382842)

* addressing annotation_path parameter which is unnecessary

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

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

* expose num_download_workers as public

* swap os.isfile with check_integrity

* nit on private things

* special case if there are no default arguments

* revert changes to kinetics400 test case for BC

* add split_folder changes and support for legacy format

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

* pmeiers suggestions - root comment

* pmeiers comments - annotation attribute remmoved

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

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

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

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

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* Update torchvision/datasets/kinetics.py
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

* minor debugging

* nit picks

* only include public kwargs into defaults

* add _use_legacy_structure in favour of **kwargs

* add type hints for Kinetics400

* flake8

* flake8

* flake8

* rename to make thigs clearer

* permuting the output
Co-authored-by: Philip Meier <github.pmeier@posteo.de>
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* factor out find_classes

* use find_classes in video datasets

* adapt old tests

* add missing docs

* tries fixing docs

* fixes docs

* fixes ..code
Co-authored-by: Vasilis Vryniotis <datumbox@users.noreply.github.com>

* include intended structure of root directory in docstring of Kinetics400

* fix syntax
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

Co-authored-by: Vasilis Vryniotis <datumbox@users.noreply.github.com>

* add metadata to video dataset classes. bug fix. more robustness

* query video backend within VideoClips class

* Fix tests

* Fix lint

Also add docs

* Copy classification scripts for video classification

* Initial version of video classification

* add version

* Training of r2plus1d_18 on kinetics work

Gives even slightly better results than expected, with 57.336 top1 clip accuracy. But we count some clips twice in this evaluation

* Cleanups on training script

* Lint

* Minor improvements

* Remove some hacks

* Lint

* Add VideoClips and Kinetics dataset

* Lint + add back missing line

* Adds ClipSampler following Bruno comment

* Change name following Bruno's suggestion

* Enable specifying a target framerate

* Fix test_io for new interface

* Add comment mentioning drop_last behavior

* Make compute_clips more robust

* Flake8

* Fix for Python2