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Currently, no- such a solution does not exist. Core developers on PyMC3 actually addressed this, noting that it's a high impact problem but the solution remains over the horizon. (I'll dig for a reference and add it in a comment if I find it.) The biggest issue is that HMC uses gradient information to explore the target distribution. Why is this helpful? ...

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