streaming-example-pymc3

streaming-example-pymc3.py

import pymc3 as pm

with pm.Model() as model:
    x = pm.Normal('x', shape=2)
    step = pm.NUTS(x)
    gen = pm.iter_sample(5, step, tune=5, streaming=True)

    for trace in gen:
        print(trace)

    gen_full = pm.iter_sample(5, step, tune=5)

    for trace in gen_full:
        print(trace)

    standard_trace = pm.sample(draws=10, tune=10)
    print(standard_trace['x'])