Add autofunctions in torch.rst

This is the v1.3.0 version of a 3 Part PR originally made to master PR: pytorch#27677
Originally by @dzhulgakov

Roll master to 1.4.0 (pytorch#27374)

Summary:
Pull Request resolved: pytorch#27374

Signed-off-by: Edward Z. Yang <ezyang@fb.com>

Test Plan: Imported from OSS

Differential Revision: D17809770

Pulled By: ezyang

fbshipit-source-id: 75bd97426494a7bbbf08f9bce7563d35871443d8

delete C_CONTIGUOUS assertions to be compatible with particular build…

…s of numpy

Roll master to 1.3.0 (pytorch#23895)

Summary:
Pull Request resolved: pytorch#23895

Signed-off-by: Edward Z. Yang <ezyang@fb.com>

Test Plan: Imported from OSS

Differential Revision: D16688489

Pulled By: ezyang

fbshipit-source-id: a56d0180a0bc57775badd9e31ea3d441d5fd4f88

Update version strings to 1.2

Summary: Pull Request resolved: pytorch#20812

Differential Revision: D15451892

Pulled By: gchanan

fbshipit-source-id: 07355dbd446053a69b5cf4e3be1842aa1075c71f

Fix version handler in 1.1.0 docs. (pytorch#19977)

Update the find & replace to be less restrictive. Will port this change
to master to avoid problems in the future.

Remove unnecessary typing dependency. (pytorch#16776)

Signed-off-by: Edward Z. Yang <ezyang@fb.com>

version bump to 1.1 (pytorch#15554)

Summary:
version bump to 1.1
Pull Request resolved: pytorch#15554

Differential Revision: D13550818

Pulled By: soumith

fbshipit-source-id: 8a28582c98b42c081e103581551a01fd96c9f42d

add fix for CUDA 10

Back out "Revert D10123245: Back out "codemod cuda_gpu_id to device_i…

…d"" (pytorch#12232)

Summary:
Pull Request resolved: pytorch#12232

Original commit changeset: fca91fea58b7

This adds proper modifications to the DeviceType <->DeviceOption conversion code added in D10033396

Reviewed By: jerryzh168

Differential Revision: D10132473

fbshipit-source-id: 801ef777e2950982cb47b48051b1471a0a91e64b