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* increase num_samples, reduce alpha and fix seed for hflip and vflip tests

* flake8 fixes

* Add adjust_hue and adjust_saturation

* Add adjust_brightness, adjust_contrast

Also
* Change adjust_saturation to use pillow implementation
* Documentation made clear

* Add adjust_gamma

* Add ColorJitter

* Address review comments

* Fix documentation for ColorJitter

* Address review comments 2

* Fallback to adjust_hue in case of BW images

* Add tests

* fix dtype

rename scaled_crop -> resized_crop + rename RandomSizedCrop -> RandomResizedCrop

fix a typo in normalize: an tensor -> a tensor

TenCrop and FiveCrop refactored

add FiveCrop and TenCrop

VerticalFlip converted to follow refactor #240

add RandomVerticalFlip transform

Refactor of transforms 

update SVHN docs to note label change for digit 0

Update svhn.py to be consistent with other datasets

add all models to torchvision.models docstring

update documentation for models in README.rst

* added Inception v3 to index;
* document pretrained models;
* fix typo.

* add Inception and Densenet;
* document that pretrained VGG is available;
* fix a typo.

make size param of Scale (h,w) not (w,h)

According to the comment, this should be 1MB which is 1024*1024 bytes.

Revert "Fix random and center crop docs"

This reverts commit 36849429.

This reverts commit 7a54c6be.

This reverts commit dd53c974.

This reverts commit c94ea5ff.

This reverts commit 30a5aa0f.

This reverts commit 3ce6c828.

This reverts commit f69298d4.