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This is the rework of the CUQIpy samplers:
The parent calss "Sampler_new" is a generic class for which it handles samples. Ideally it should also handle sampler management but at this point it doesn't do anything.
The child class "ProposalBasedSampler" handles the proposal and acceptance/rejection history. In ideal case pCN should pass its prior to the init of ProposalBasedSampler as the proposal strategy. But I couldn't make that work.
The grandchild class MH or pCN is in charge of proposing and accepting/rejecting a single sample. ProposalBasedSampler is in charge of tracking the history. However, I didn't mange to make pCN work.
Let me know if you have questions.
Babak