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debug.py

import json
import pyhf
ws = pyhf.Workspace(json.load(open('130noht16.json')))
pdf = ws.model()
pyhf.set_backend('pytorch')
data = ws.data(pdf)
fitted_pars = pyhf.infer.mle.fixed_poi_fit(0.16, data, pdf)

print(f'twice_nll:   {pyhf.infer.mle.twice_nll(fitted_pars, data, pdf)}')
print(f'fitted_pars: {fitted_pars[pdf.config.par_slice("shapeCR_16")]}')
print(f'difference:  {pdf.logpdf(fitted_pars,data) - pdf.logpdf(pdf.config.suggested_init(),data)}')