FashionMNIST Download issue

🐛 Bug

Unable to download MNIST Dataset as per pytorch Documentation

https://pytorch.org/tutorials/beginner/basics/quickstart_tutorial.html

To Reproduce

import torch
from torch import nn
from torch.utils.data import DataLoader
from torchvision import datasets
from torchvision.transforms import ToTensor, Lambda, Compose
import matplotlib.pyplot as plt

training_data = datasets.FashionMNIST(
    root="data",
    train=True,
    download=True,
    transform=ToTensor(),
)

Error message is below

Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz
Failed to download (trying next):
<urlopen error [WinError 10060] A connection attempt failed because the connected party did not properly respond after a period of time, or established connection failed because connected host has failed to respond>

RuntimeError                              Traceback (most recent call last)
~\AppData\Local\Temp/ipykernel_8408/1648373759.py in <module>
      6 import matplotlib.pyplot as plt
      7 
----> 8 training_data = datasets.FashionMNIST(
      9     root="data",
     10     train=True,

G:\ineuronai\o\envs\odtf\lib\site-packages\torchvision\datasets\mnist.py in __init__(self, root, train, transform, target_transform, download)
     83 
     84         if download:
---> 85             self.download()
     86 
     87         if not self._check_exists():

G:\ineuronai\o\envs\odtf\lib\site-packages\torchvision\datasets\mnist.py in download(self)
    167                 break
    168             else:
--> 169                 raise RuntimeError("Error downloading {}".format(filename))
    170 
    171         # process and save as torch files

RuntimeError: Error downloading train-images-idx3-ubyte.gz

Expected behavior

• Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz to data/FashionMNIST/raw/train-images-idx3-ubyte.gz
• Extracting data/FashionMNIST/raw/train-images-idx3-ubyte.gz to data/FashionMNIST/raw

cc @fmassa @vfdev-5 @pmeier @brianjo @mruberry

Start by checking the FashionMNIST implementation in torchvision/datasets/mnist.py and reproducing the download from the tutorial. Compare the failing URL and expected extraction paths with the current dataset behavior; done means establishing whether the issue is actionable in torchvision or depends on the external download service.