code: def conv3x3(in_channels, out_channels, stride=1):
      
      return nn.Conv2d(in_channels, out_channels, kernel_size=3, stride=stride, padding=1, bias=False)
docs: 3x3 convolution with padding.
      Original code has had bias turned off, because Batch Norm would remove the bias either way