pymc.Inference

class pymc.Inference(op, approx, tf, **kwargs)

Base class for Variational Inference

Communicates Operator, Approximation and Test Function to build Objective Function

Parameters:

opOperator class #:class:~pymc.variational.operators

approxApproximation class or instance #:class:~pymc.variational.approximations

tfTestFunction instance #?

modelModel

PyMC Model

kwargskwargs passed to Operator #:class:~pymc.variational.operators, optional

Methods

Inference.__init__(op, approx, tf, **kwargs)
Inference.fit([n, score, callbacks, ...])	Perform Operator Variational Inference
Inference.refine(n[, progressbar, ...])	Refine the solution using the last compiled step function
Inference.run_profiling([n, score])

Attributes

approx