NPU examples

@@ -8,7 +8,6 @@ import torch.optim as optim
 from torchvision import datasets, transforms
 from torchvision import datasets, transforms
 from torch.optim.lr_scheduler import StepLR
 from torch.optim.lr_scheduler import StepLR
 
 
-
 class Net(nn.Module):
 class Net(nn.Module):
     def __init__(self):
     def __init__(self):
         super(Net, self).__init__()
         super(Net, self).__init__()
@@ -114,6 +113,7 @@ def main():
         train_kwargs.update(cuda_kwargs)
         train_kwargs.update(cuda_kwargs)
         test_kwargs.update(cuda_kwargs)
         test_kwargs.update(cuda_kwargs)
 
 
+    # CFMC: Added to fix donwload error
     datasets.MNIST.resources = [
     datasets.MNIST.resources = [
         (
         (
         'https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz', 'f68b3c2dcbeaaa9fbdd348bbdeb94873'),
         'https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz', 'f68b3c2dcbeaaa9fbdd348bbdeb94873'),
@@ -122,6 +122,7 @@ def main():
         ('https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz', '9fb629c4189551a2d022fa330f9573f3'),
         ('https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz', '9fb629c4189551a2d022fa330f9573f3'),
         ('https://ossci-datasets.s3.amazonaws.com/mnist/t10k-labels-idx1-ubyte.gz', 'ec29112dd5afa0611ce80d1b7f02629c')
         ('https://ossci-datasets.s3.amazonaws.com/mnist/t10k-labels-idx1-ubyte.gz', 'ec29112dd5afa0611ce80d1b7f02629c')
     ]
     ]
+    # End CFMC
 
 
     transform=transforms.Compose([
     transform=transforms.Compose([
         transforms.ToTensor(),
         transforms.ToTensor(),