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* fix MNIST byte flipping

* add test

* move to utils

* remove lazy import

* fix typos throughout the code base

* fix grammar

* revert formatting changes to gallery

* revert 'an uXX'

* remove 'number of the best'

* add moving mnist dataset
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* remove unused modules
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* modify docstring
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* modify docstring and docs
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* add split and split ratio kwargs
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* fix checking split argument
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* remove unused package

* delete lines
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* fix filename property
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* fix reviews
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* modify docstrings
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* add split tests and etc
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* fix tests
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>
Signed-off-by: tsugumi-sys <tidemark0105@gmail.com>

* style: Added missing typing annotations in datasets/_stereo_matching

* style: Specified typing

* style: Specified type annotations further

* style: Specified typing of __getitem__

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

* style: Added typing annotations to datasets/_optical_flow

* style: Reverted back to str typing
Co-authored-by: Philip Meier <github.pmeier@posteo.de>

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>

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

* 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>

Co-authored-by: Ambuj Pawar <your_email@abc.example>

* Added Middlebury2014   dataset

* adressed nits

* mypy fix

Co-authored-by: Joao Gomes <jdsgomes@fb.com>

* Added ETH3D stereo dataset

* Small doc-reformating

* Removed assertions with no use, changed np conversion

* Added ETH3D stereo dataset

* Removed assertions with no use, changed np conversion

* rebased on main

* Revert "Removed assertions with no use, changed np conversion"

This reverts commit 1478a8c056bbed59b6f4a67f78a5cfac84cc9fda.

* Update to np.bool instead of np.bool_

* lint and mypy nit fix

* test nit

* Fix typos

* Fix link

* pre-commit

* Update torchvision/datasets/food101.py
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* Added Falling Things datasets

* Renamed split to variant

* Update torchvision/datasets/_stereo_matching.py

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

* added SceneFLow variant datasets

* Changed split name to variant name

* removed trailing commented code line

* Added InStereo2k dataset

* Added Sintel Stereo dataset

* small refactor in tests

* Fixed doc formatting.

* candidate fix for FileNotFound on windows test

* Adressing comments

* Added Sintel Stereo dataset

* small refactor in tests

* Fixed doc formatting.

* candidate fix for FileNotFound on windows test

* Adressing comments

* rebased on main

* lint fix

* Added InStereo2k dataset

* added SceneFLow variant datasets

* Changed split name to variant name

* removed trailing commented code line

* Added Sintel Stereo dataset

* small refactor in tests

* Fixed doc formatting.

* candidate fix for FileNotFound on windows test

* Adressing comments

* Added Sintel Stereo dataset

* small refactor in tests

* Fixed doc formatting.

* candidate fix for FileNotFound on windows test

* Adressing comments

* rebased on main

* lint fix

* Use --no-implicit-optional for type checking

This is needed for PEP 484 compliant type checking (as of 2018).
mypy will change its defaults soon.

See https://github.com/python/mypy/issues/9091



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

* added SceneFLow variant datasets

* Changed split name to variant name

* removed trailing commented code line

* Broken down PR(#6269). Added an additional dataset

* Removed some types. Store None instead of "". Merged test util functions.

* minor mypy fixes. minor doc fixes

* reformated docstring

* Added additional line-skips

* upgrade usort to

* Also update black

* Actually use 1.0.2

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

* Moved pfm file reading into dataset utils

* Made _read_pfm private. Fixed doc format issues.

* Revert "Indicate Celeba download parameter is deprecated and will be removed (#6059)"

This reverts commit 49496c4f.

* Revert "Deactivate CelebA download (#6052)"

This reverts commit ac56f52e.

* Indicate download parameter is deprecated and will be removed

* change default to None and raise warning if user isnt using default

* aonfajoajgfnjaognojag

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>

* improve error handling for GDrive downloads

* perform HTML check regardless of MD5 check

* Deactivate CelebA download

* flake8

* Do proto version

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

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

There is a mistake in FGVCAircraft dataset documentation. If you load dataset and sum up 'trainval' and 'test' splits, there are not 10 200, but 10 000 images. Also mistake is in the number of classes: if we choose `annotation_level` to be `variant`, then unique number of classes is going to be not 102, but 100, and with `manufacturer` level it is not 41, but 30.
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>