How to save and load trace

For what it is worth, I have found this to be a good pattern in pymc3 - to separate the modelling step from the sampling step. I even will often define a model in a function, and do things like


def my_model():
    with pm.Model() as model:
        x = pm.Normal('x')
        ...
    return model

with my_model():
    other stuff
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