相当于`tensorflow_probability.edward2`中的`ed.copy`

Question

I am trying to change my code from edward to tensorflow_probability.edward2 . The issue is that, whenever I define a posterior distribution, I use a_post = ed.copy(a, {u: qu}, scope='a_post') but .copy API seems no longer available:

module 'tensorflow_probability.python.edward2' has no attribute 'copy'

What's the tensorflow_probability way of doing the same operation?

Answer 1

In edward, copy depended on unsupported TF graph-walking and copying. In edward2, the approach is based on tracing, using 'interceptors'. Check out https://github.com/tensorflow/probability/blob/master/tensorflow_probability/examples/deep_exponential_family.py for an example of VI using the 'tape' interceptor.

Update: this one might be a simpler and/or more familiar (LDA) example: https://github.com/tensorflow/probability/blob/master/tensorflow_probability/examples/latent_dirichlet_allocation_edward2.py