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I suggest to put mcmc_sampler.py in emukit/samplers even though it is the only one we have so far, and epmgp.py in emukit/bayes_opt (for a lack of better place and because I have hard time classifying this file at all).
it is currently in bayesian_optimization/util/ and 'util' is not a good place to be.
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