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* fix tensors on different device

* fix lint

* Update mmcv/ops/multi_scale_deform_attn.py
Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>
Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>

* add 'backend' for ColorJitter related functions

* add unittest

* fix unittest

* add bgr transpose and revise ut

* update unittest

* revise docstring

* add prohibit_cache_randomness

* rename as avoid_cache_randomness and ensure it is non-inheritable

* fix lint

* update docs

* Update __init__.py

* Update __init__.py

* fix typos and move args into cfg

* update docstring

* fix as comment

* fix lint

* update transforms as discussed before

* linting

* fix as comment

* fix lint

* fix lint and also update according to PackInput

* remove precommit change

* rename cacheable method
Co-authored-by: liukuikun <641417025@qq.com>

* [Fix] fix some typo according to review

* fix comment

* rename cacheable_method to cache_randomness

* refactor transform wrappers and update docs

* fix all_nonexist_keys

* fix lint

* rename transform wrappers

* [Feature]: Add cache to random func in data transform

* [Fix]: Fix lint

* [Fix]: Fix cache decorate problem

* [Refactor]: Initialize Resize with config

* [Refactor]: Move other resize config into Resize config

* [Fix]: Scale can not be None in RandomResize

* [Fix]: Change semantic seg to gt seg map

* [Fix]: Delete unnecessary assert

* [Fix]: Fix docstring

* [Fix]: Add double quot to Resize in config

* [Fix]: Fix the return type

* [Fix]: Improve docstring

* [Fix]: Specify the order of width and height for ratio range

* [Fix]: Specify resize order
Co-authored-by: Your <you@example.com>

* Fix MultiScaleFlipAug

* fix as comment

* set invisiblity

* fix as comment

* add @cacheable_methd in RandomChoice

* RandomChoice add __iter__() and fix unittest

* enhance centercrop and adjust crop size to (w, h)

* fix comments

* update required keys and docstring

* update data transform part3

* update init

* rename flip funcs

* fix comments

* update comments

* fix lint

* Update mmcv/transforms/processing.py

* fix docs format

* fix comments

* add test pad_val and fix bugs in class Pad

* merge updated pad

* fix lint

* Update tests/test_transforms/test_transforms_processing.py

* [Fix] expand pad_val'dim to be same with image

* fix comment

* [Refactor]: New commit of Part2 of data transform

* [Fix]: Fix lint

* [Fix]: Change flip reisze to prefix

* [Refactor]: Delete redundant code in ToTensor

* [Fix]:optional

* [Fix]: Change the discription of RandomFlip

* [Refactor]: Change flip_with_flip_direction to flip_on_direction
Co-authored-by: Your <you@example.com>