def test_extract_extended_pdfs():
gauss1 = zfit.pdf.Gauss(obs=obs1, mu=1.3, sigma=5.4)
gauss2 = zfit.pdf.Gauss(obs=obs1, mu=1.3, sigma=5.4)
gauss3 = zfit.pdf.Gauss(obs=obs1, mu=1.3, sigma=5.4)
gauss4 = zfit.pdf.Gauss(obs=obs1, mu=1.3, sigma=5.4)
gauss5 = zfit.pdf.Gauss(obs=obs1, mu=1.3, sigma=5.4)
gauss6 = zfit.pdf.Gauss(obs=obs1, mu=1.3, sigma=5.4)
yield1 = zfit.Parameter('yield123' + str(np.random.random()), 200.)
# sum1 = 0.3 * gauss1 + gauss2
gauss3_ext = 45. * gauss3
gauss4_ext = 100. * gauss4
sum2_ext_daughters = gauss3_ext + gauss4_ext
sum3 = 0.4 * gauss5 + gauss6
sum3_ext = sum3.create_extended(yield1)
sum_all = zfit.pdf.SumPDF(pdfs=[sum2_ext_daughters, sum3_ext])
sum_all.set_norm_range((-5, 5))
extracted_pdfs = extract_extended_pdfs(pdfs=sum_all)
assert frozenset(extracted_pdfs) == {gauss3_ext, gauss4_ext, sum3_ext}
limits = zfit.Space(obs=obs1, limits=(-4, 5))
limits = limits.with_autofill_axes()
extended_sample = extended_sampling(pdfs=sum_all, limits=limits)
extended_sample_np = extended_sample.numpy()
assert np.shape(extended_sample_np)[0] == pytest.approx(
expected=(45 + 100 + 200), rel=0.1)
samples_from_pdf = sum_all.sample(n='extended', limits=limits)
samples_from_pdf_np = samples_from_pdf.numpy()
assert np.shape(samples_from_pdf_np)[0] == pytest.approx(
expected=(45 + 100 + 200), rel=0.1)
def _hook_sample(self, limits, n):
if n is None and self.is_extended:
n = 'extended'
if isinstance(n, str) and n == 'extended':
if not self.is_extended:
raise NotExtendedPDFError("Cannot use 'extended' as value for `n` on a non-extended pdf.")
samples = extended_sampling(pdfs=self, limits=limits)
elif isinstance(n, str):
raise ValueError("`n` is a string and not 'extended'. Other options are currently not implemented.")
elif n is None:
raise tf.errors.InvalidArgumentError("`n` cannot be `None` if pdf is not extended.")
else:
samples = super()._hook_sample(limits=limits, n=n)
return samples