Solved by Tony-Y in post #7 
              
              
                >>> a = torch.randn(3, 4, 16, 16, 16, 16)
>>> c = a.view(1, -1, *(a.size()[2:]))
>>> c.size()
torch.Size([1, 12, 16, 16, 16, 16])