MCMC - accept or reject simple sample using step function

@junpenglao, thank you very much for taking time to answer me. I have asked much specific and clear question here. I think you are very educated about pymc3, so i request to answer this question as well.

And thank you for the resources well. Paper you suggest is very useful to me