Upgrading PyTorch to v1.12.1 and torchvision to v0.13.1 and torchaudio to v0.12.1

[atalman]

Hello,

We released

pytorch v1.12.1
torchvision v0.13.1
torchaudio v0.12.1
The wheel links are:

pytorch

CUDA 11.3

download.pytorch.org/whl/cu113/torch-1.12.1%2Bcu113-cp37-cp37m-linux_x86_64.whl

torchvision

CUDA 11.3
download.pytorch.org/whl/cu113/torchvision-0.13.1%2Bcu113-cp37-cp37m-linux_x86_64.whl

torchaudio

CUDA 11.3
download.pytorch.org/whl/cu113/torchaudio-0.12.1%2Bcu113-cp37-cp37m-linux_x86_64.whl

Other notes
If you require wheels for Python 3.8 / 3.9 or 3.10, and CUDA 11.6 you can find the links here: download.pytorch.org/whl/torch_stable.html

Please also include torchdata:
https://github.com/pytorch/data/releases/tag/v0.4.1
Can be downloaded via pypi: https://pypi.org/project/torchdata/#files

We're looking to having it updated in Colab.

Thanks very much.

cc'ing @colaboratory-team @craigcitro

Similar to #2372

[colaboratory-team]

Thanks for the request. Submitted the change on our end, I'll close this out once it reaches production

[colaboratory-team]

New versions are now in prod, closing this out

[malfet]

Alas, this still does not include torchdata, which results in following failure when trying to import WikiText2 dataset:

from torchtext.datasets import WikiText2
torchtext.datasets.WikiText2(split="train")

<ipython-input-5-5de6da71fdfb> in <module>()
----> 1 torchtext.datasets.WikiText2(split="train")

2 frames
/usr/local/lib/python3.7/dist-packages/torchtext/datasets/wikitext2.py in WikiText2(root, split)
     72     if not is_module_available("torchdata"):
     73         raise ModuleNotFoundError(
---> 74             "Package `torchdata` not found. Please install following instructions at https://github.com/pytorch/data"
     75         )
     76 

ModuleNotFoundError: Package `torchdata` not found. Please install following instructions at https://github.com/pytorch/data

[colaboratory-team]

We don't include torchdata by default. You can pip install it:

!pip install torchdata
import torch
from torchtext.datasets import WikiText2
WikiText2(split="train")

ShardingFilterIterDataPipe