diff --git a/descqa/configs/IA_theory.yaml b/descqa/configs/IA_theory.yaml new file mode 100644 index 00000000..d0905d3c --- /dev/null +++ b/descqa/configs/IA_theory.yaml @@ -0,0 +1 @@ +subclass_name: test_IA.IATest diff --git a/descqa/data/Pk_Planck15.dat b/descqa/data/Pk_Planck15.dat new file mode 100644 index 00000000..534effc8 --- /dev/null +++ b/descqa/data/Pk_Planck15.dat @@ -0,0 +1,3004 @@ +# Linear power spectrum +# 0 : k +# 1 : P(k) + +1.000000000000000048e-04 4.364357972966163857e+02 +1.004617332999999991e-04 4.383873370271485896e+02 +1.009255985999999989e-04 4.403530628120069537e+02 +1.013916056999999949e-04 4.422967994088475052e+02 +1.018597644999999963e-04 4.442754351418475380e+02 +1.023300848999999987e-04 4.462404520512411068e+02 +1.028025769999999943e-04 4.482383127272654519e+02 +1.032772507000000059e-04 4.502613122316657837e+02 +1.037541160999999986e-04 4.522579966624991243e+02 +1.042331833999999966e-04 4.543024911914509403e+02 +1.047144627999999973e-04 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P_extend +from FASTPT import HT + +from .base import BaseValidationTest, TestResult +from .plotting import plt + + +class IATest(BaseValidationTest): + """ + An example validation test + """ + def __init__(self, **kwargs): + print('FAST-PT version ', FASTPT.__version__) + self.data_path = os.path.join(self.data_dir, kwargs.get('data_filename', 'Pk_Planck15.dat')) + + + def run_on_single_catalog(self, catalog_instance, catalog_name, output_dir): + return TestResult(skipped=True, summary='This is just a prototype. All catalogs are skipped!') + + + @staticmethod + def xi_outputs(k, P, k_smooth=0., r_filt=0.): + if k_smooth != 0: + smooth = np.exp(-1.*(k/k_smooth)**2) + Puse = P*smooth + else: + Puse = P + r, xi = HT.k_to_r(k, Puse, 1.5, -1.5, .5, (2.*np.pi)**(-1.5)) + if r_filt != 0: + filt = 1.-np.exp(-1.*(r/r_filt)**2) + xi_filt = xi*filt + else: + xi_filt = xi + k2, P_filt = HT.r_to_k(r, xi_filt, -1.5, 1.5, .5, 4.*np.pi*np.sqrt(np.pi/2.)) + r2, wp2 = HT.k_to_r(k, Puse, 1., -1., 2., 4.*np.pi*np.sqrt(np.pi/2.)) + r2, wp2_filt = HT.k_to_r(k, P_filt, 1., -1., 2., 4.*np.pi*np.sqrt(np.pi/2.)) + r3, wp0 = HT.k_to_r(k, Puse, 1., -1., 0., 4.*np.pi*np.sqrt(np.pi/2.)) + return r, wp2, wp2_filt, xi, xi_filt, wp0 + + + def add_theory_line(self, ax): + # get matter power spectrum + # right now, just pulling from a file + # could be replaced + + Pin = np.loadtxt(self.data_path) + k = Pin[:, 0] + P = Pin[:, 1] + + #check log spacing + dk = np.diff(np.log(k)) + delta_L = (np.log(k[-1])-np.log(k[0]))/(k.size-1) + dk_test = np.ones_like(dk)*delta_L + log_sample_test = 'ERROR! (k, Pk) values are not sampled evenly in log space!' + np.testing.assert_array_almost_equal(dk, dk_test, decimal=6, err_msg=log_sample_test, verbose=False) + + # perform J0, J2, J4 transforms + r, wp2, wp2_filt, xi, xi_filt, wp0 = self.xi_outputs(k, P, k_smooth=0., r_filt=0.) + + # Combine and add prefactors + prefactor = 1. #confirm + wgplus = prefactor * wp2 + + # fit an amplitude, or apply an expected amplitude + amplitude = 1. + wgplus *= amplitude + + rmin=0.1 + rmax=200 + ax.loglog(r[(r>=rmin) & (r<=rmax)], wgplus[(r>rmin) & (r