[123, 123, 123, 123, 123]

@albanD Why would I get something like that? The seed defines the initialization of random sequence, therefore one seed should generate a sequence of numbers allowing for tensors of following form, for example.
[123, 523, 102, 12, 36]

and across different linear layers they should remain the same, that means
linear.weight == linear2.weight