Autograd activations

[twhughes]

This introduces automatic computation of the backpropagation through activation functions.

Changes:

There is only one Nonlinearity class. Real, complex, and non-holomorphic activations handled exactly the same way.

You only need to specify the forward_pass() method of each nonlinearity. Autograd will take care of the backward pass for you.