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I think a basic thing the tests should do is run every configuration of the sampler that we expect to work in general. This way, we make sure that nothing breaks whenever we commit new code.
For example, in the tests, I run:
This already reveals that 'expectation' and 'ess' are not currently working on the master branch. (@JakobRobnik , should they be? If not, we should just remove them, and if so, we should fix them).
I haven't added similar code to test the annealing, ensemble or other samplers, but we should also do that soon.