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Implement AMAGOLD #375

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AMAGOLD is a stochastic gradient MCMC algorithm with infrequent Metropolis steps: https://arxiv.org/pdf/2003.00193.pdf

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    help wantedExtra attention is neededsamplerIssue related to samplerssgmcmcStochastic Gradient MCMC samplers

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