To retrieve posterior samples returned by pm.sample

Questions
2

if you have the trace with a variable x, you can retrieve the sample, by trace['x']

For example,

import pymc3 as pm

with pm.Model() as model:
    x = pm.Normal('x')
    trace = pm.sample()
    
2*trace['x']