permuting parameters

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The above equation is the marginal likelihood, integrating over $c$:

In this case, I found that this model has $(784+1)K$ of parameters but how many ways can we permute the parameters of the model ($θ$ and $π$) and get the same marginal likelihood $p(x|θ)$?