Solved by tumble-weed in post #2 
              
              
                I think reshaping it to k*batch_size,C,H,W would work. you can check this out with for example batch_size =1, and k=3 , the output would be 3,C,H,W then, and you can verify that 0,:,:,: is the same as 1,:,:,: