def test_extended_gauss():
mu1 = Parameter("mu11", 1.0)
mu2 = Parameter("mu21", 12.0)
mu3 = Parameter("mu31", 3.0)
sigma1 = Parameter("sigma11", 1.0)
sigma2 = Parameter("sigma21", 12.0)
sigma3 = Parameter("sigma31", 33.0)
yield1 = Parameter("yield11", 150.0)
yield2 = Parameter("yield21", 550.0)
yield3 = Parameter("yield31", 2500.0)
gauss1 = Gauss(mu=mu1, sigma=sigma1, obs=obs1, name="gauss11")
gauss2 = Gauss(mu=mu2, sigma=sigma2, obs=obs1, name="gauss21")
gauss3 = Gauss(mu=mu3, sigma=sigma3, obs=obs1, name="gauss31")
gauss1 = gauss1.create_extended(yield1)
gauss2 = gauss2.create_extended(yield2)
gauss3 = gauss3.create_extended(yield3)
gauss_dists = [gauss1, gauss2, gauss3]
sum_gauss = SumPDF(pdfs=gauss_dists)
integral_true = (sum_gauss.integrate((-1, 5), ) * sum_gauss.get_yield())
assert zfit.run(integral_true) == pytest.approx(
zfit.run(sum_gauss.ext_integrate((-1, 5), )))
normalization_testing(pdf=sum_gauss, limits=obs1)
def test_extended_gauss():
with tf.name_scope("gauss_params2"):
mu1 = Parameter("mu11", 1.)
mu2 = Parameter("mu21", 12.)
mu3 = Parameter("mu31", 3.)
sigma1 = Parameter("sigma11", 1.)
sigma2 = Parameter("sigma21", 12.)
sigma3 = Parameter("sigma31", 33.)
yield1 = Parameter("yield11", 150.)
yield2 = Parameter("yield21", 550.)
yield3 = Parameter("yield31", 2500.)
sum_yields = 150 + 550 + 2500
gauss1 = Gauss(mu=mu1, sigma=sigma1, obs=obs1, name="gauss11")
gauss2 = Gauss(mu=mu2, sigma=sigma2, obs=obs1, name="gauss21")
gauss3 = Gauss(mu=mu3, sigma=sigma3, obs=obs1, name="gauss31")
gauss1 = gauss1.create_extended(yield1)
gauss2 = gauss2.create_extended(yield2)
gauss3 = gauss3.create_extended(yield3)
gauss_dists = [gauss1, gauss2, gauss3]
sum_gauss = SumPDF(
pdfs=gauss_dists,
obs=obs1,
)
normalization_testing(pdf=sum_gauss, normalization_value=sum_yields)
def sum_prod_gauss():
# define parameters
mu1 = Parameter("mu1a123", mu1_true)
mu2 = Parameter("mu2a123", mu2_true)
mu3 = Parameter("mu3a123", mu3_true)
sigma1 = Parameter("sigma1a123", sigma1_true)
sigma2 = Parameter("sigma2a123", sigma2_true)
sigma3 = Parameter("sigma3a123", sigma3_true)
# Gauss for sum, same axes
gauss1 = Gauss(mu=mu1, sigma=sigma1, obs=obs1, name="gauss1asum")
gauss2 = Gauss(mu=mu2, sigma=sigma2, obs=obs1, name="gauss2asum")
gauss3 = Gauss(mu=mu3, sigma=sigma3, obs=obs1, name="gauss3asum")
gauss_dists = [gauss1, gauss2, gauss3]
sum_gauss = SumPDF(pdfs=gauss_dists, fracs=fracs, obs=obs1)
prod_gauss = ProductPDF(pdfs=gauss_dists, obs=obs1)
# Gauss for product, independent
gauss13 = Gauss(mu=mu1, sigma=sigma1, obs='a', name="gauss1a")
gauss23 = Gauss(mu=mu2, sigma=sigma2, obs='b', name="gauss2a")
gauss33 = Gauss(mu=mu3, sigma=sigma3, obs='c', name="gauss3a")
gauss_dists3 = [gauss13, gauss23, gauss33]
prod_gauss_3d = ProductPDF(pdfs=gauss_dists3, obs=['a', 'b', 'c'])
# prod_gauss_3d.update_integration_options(draws_per_dim=33)
gauss12 = Gauss(mu=mu1, sigma=sigma1, obs='d', name="gauss12a")
gauss22 = Gauss(mu=mu2, sigma=sigma2, obs='a', name="gauss22a")
gauss32 = Gauss(mu=mu3, sigma=sigma3, obs='c', name="gauss32a")
gauss_dists2 = [gauss12, gauss22, gauss32]
prod_gauss_4d = ProductPDF(pdfs=gauss_dists2 + [prod_gauss_3d],
obs=['a', 'b', 'c', 'd'])
# prod_gauss_4d.update_integration_options(draws_per_dim=33)
return sum_gauss, prod_gauss, prod_gauss_3d, prod_gauss_4d, gauss_dists3, gauss_dists2, gauss_dists
def test_implicit_extended():
# return # TODO(Mayou36): deps: impl_copy,
param1 = Parameter('param1', 12.)
yield1 = Parameter('yield1', 21.)
param2 = Parameter('param2', 13., floating=False)
yield2 = Parameter('yield2', 31., floating=False)
pdf1 = SimplePDF(func=lambda self, x: x * param1, obs=obs1)
pdf2 = SimplePDF(func=lambda self, x: x * param2, obs=obs1)
extended_pdf = yield1 * pdf1 + yield2 * pdf2
with pytest.raises(ModelIncompatibleError):
true_extended_pdf = SumPDF(pdfs=[pdf1, pdf2], obs=obs1)
assert isinstance(extended_pdf, SumPDF)
assert extended_pdf.is_extended
def sum_gaussians():
gauss_dists = create_gaussians()
sum_gauss = SumPDF(pdfs=gauss_dists, fracs=fracs, obs=obs1)
return sum_gauss