Created
May 18, 2020 11:32
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Build and cache Stan models smartly (ignoring changes in comments and white spaces)
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import re | |
import pystan | |
import hashlib | |
import pickle | |
import os | |
def build_model(code): | |
lines = code.split("\n") | |
lines = [re.sub('//.*$', '', line).strip() for line in lines] | |
lines = [line.replace(' ', ' ').replace(' ', ' ').replace(' ', ' ') | |
for line in lines if len(line) > 0] | |
slimcode = '\n'.join(lines).strip() | |
slimbytes = slimcode.encode(encoding="ascii", errors="ignore") | |
slimcode = slimbytes.decode(encoding="ascii") | |
hexcode = hashlib.sha224(slimbytes).hexdigest()[:6] | |
#print("Stan code[%s]:\n%s" % (hexcode, '\n'.join(['%3d: %s' % (i+1, line) for i, line in enumerate(code.split("\n"))]))) | |
print("Slimmed Stan code[%s]:\n%s" % (hexcode, '\n'.join(['%3d: %s' % (i+1, line) for i, line in enumerate(slimcode.split("\n"))]))) | |
if not os.path.exists('.modelcache'): | |
os.mkdir('.modelcache') | |
filename = '.modelcache/%s.pkl' % hexcode | |
try: | |
return pickle.load(open(filename, 'rb')) | |
except IOError: | |
pass | |
sm = pystan.StanModel(model_code=slimcode, model_name='m' + hexcode) | |
with open(filename, 'wb') as f: | |
pickle.dump(sm, f) | |
return sm |
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