Hi Edison,
Do you mind share your code here? I have written a KLqp with standard deviation as dependent variables but the code failed to infer correctly. Here is how I define the variable:
qsigma = ed.models.TransformedDistribution(
distribution=ed.models.Normal(loc=1., scale=0.1),
bijector=bijector.Exp())