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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.

* load densenet tensors onto cpu

* fix uneven padding in make_grid

* revert incorrectly added commit

* load densenet tensors onto cpu

* fix docs for size param in random + center crop

* revert incorrect commit

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* added FashionMNIST dataset

* documentation

* fixed formatting

* fixed formatting

* DOC fixed typo in make_grid argument name

* DOC document "padding" make_grid argument

isinstance(padding, tuple) is added to the padding assertion to be able to pass a sequence.

* enable ~ expression in datasets

* fixed root in __init__ to self.root