# Codeblock 11 Output
after first_conv       : torch.Size([1, 32, 112, 112])
after inv_residual1    : torch.Size([1, 16, 112, 112])
after inv_residual1 #0 : torch.Size([1, 24, 56, 56])
after inv_residual1 #1 : torch.Size([1, 24, 56, 56])
after inv_residual2 #0 : torch.Size([1, 32, 28, 28])
after inv_residual2 #1 : torch.Size([1, 32, 28, 28])
after inv_residual2 #2 : torch.Size([1, 32, 28, 28])
after inv_residual3 #0 : torch.Size([1, 64, 14, 14])
after inv_residual3 #1 : torch.Size([1, 64, 14, 14])
after inv_residual3 #2 : torch.Size([1, 64, 14, 14])
after inv_residual3 #3 : torch.Size([1, 64, 14, 14])
after inv_residual4 #0 : torch.Size([1, 96, 14, 14])
after inv_residual4 #1 : torch.Size([1, 96, 14, 14])
after inv_residual4 #2 : torch.Size([1, 96, 14, 14])
after inv_residual5 #0 : torch.Size([1, 160, 7, 7])
after inv_residual5 #1 : torch.Size([1, 160, 7, 7])
after inv_residual5 #2 : torch.Size([1, 160, 7, 7])
after inv_residual6    : torch.Size([1, 320, 7, 7])
after last_conv        : torch.Size([1, 1280, 7, 7])
after avgpool          : torch.Size([1, 1280, 1, 1])
after flatten          : torch.Size([1, 1280])
after dropout          : torch.Size([1, 1280])
after fc               : torch.Size([1, 1000])