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Autoregressive model and sampler

Vicentini Filippo requested to merge github/fork/wdphy16/autoreg into master

Created by: wdphy16

To invoke any method of the model inside samplers, I used model.apply in concrete samplers, and replaced some get_afun_if_module to wrap_afun in the base sampler. There is no change to existing interfaces, and all existing tests are passed.

Next step would be to modify the way to pass the model into MCState.

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