Solved by ptrblck in post #2 
              
              
                If you create a new layer, the parameters will be initialized, which will most likely call into a random initialization method and thus the pseudo-random number generator. 
If you reset the seed after the initialization of tmp, you might get the same values. 
Note that some methods are not determini…