diff --git a/cluster_toolkit/__init__.py b/cluster_toolkit/__init__.py index 0f8ab93..79b4b1b 100644 --- a/cluster_toolkit/__init__.py +++ b/cluster_toolkit/__init__.py @@ -29,9 +29,12 @@ for file_name in glob.glob(os.path.join(include_dir,'*.h')): _ffi.cdef(open(file_name).read()) _lib = _ffi.dlopen(lib_file) +_lib.gsl_set_error_handler_off() def _dcast(x): if isinstance(x, list): x = np.asarray(x, dtype=np.float64, order='C') return _ffi.cast('double*', x.ctypes.data) -from . import averaging, bias, boostfactors, concentration, deltasigma, density, exclusion, massfunction, miscentering, peak_height, profile_derivatives, sigma_reconstruction, xi +from . import (averaging, bias, boostfactors, concentration, deltasigma, + density, exclusion, massfunction, miscentering, peak_height, + pressure, profile_derivatives, sigma_reconstruction, xi) diff --git a/cluster_toolkit/pressure.py b/cluster_toolkit/pressure.py new file mode 100644 index 0000000..3bc90ca --- /dev/null +++ b/cluster_toolkit/pressure.py @@ -0,0 +1,1535 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# Author: Jackson O'Donnell +# jacksonhodonnell@gmail.com +''' +Galaxy cluster pressure profiles. Useful for modeling Sunyaev-Zeldovich cluster +observables. + +This module implements pressure profiles presented by `Battaglia et al. 2012 +`_, referred to +here as BBPS. Calculations related to it are in the class :class:`BBPSProfile`. + +The best-fit 3D one-halo profile, :math:`\\xi_{h, P}^{1h}(r | M, z)`, +from BBPS is implemented in :meth:`BBPSProfile.pressure`. Its 3D +projection and the projected Compton-y parameter are computed by +:meth:`BBPSProfile.projected_pressure` and :meth:`BBPSProfile.compton_y`, +respectively. + +The two-halo term :math:`\\xi_{h, P}^{2h}(r | M, z)` is a result of correlated +structure near a halo. (I.e. halos tend to be near each other, which means the +one halo :math:`\\xi_{h, P}^{1h}(r | M, z)` alone is inadequate). For an +overview of the two-halo term and how to compute it, see +`Vikram et al. 2017 +`_ +or +`Hill et al. 2018 +`_. + +A general class for computing the 2-halo correlation is given in +:class:`TwoHaloProfile`, which uses the BBPS profile by default. + +TODO: Document expected 1-halo arguments used by the 2-halo class. +''' + +from __future__ import division +import abc +from astropy.convolution import Gaussian2DKernel, convolve_fft +from cluster_toolkit import _dcast, _lib +import math +import numpy as np +from scipy.integrate import quad +from scipy.interpolate import interp1d, interp2d +import scipy.special as sp +import sys + +# Battaglia best fit parameters +_BBPS_params_P_0 = (18.1, 0.154, -0.758) +_BBPS_params_x_c = (0.497, -0.00865, 0.731) +_BBPS_params_beta = (4.35, 0.0393, 0.415) +_pressure_to_y = 1.61574202e+15 + +# The Planck PSF beam is (modeled as) a gaussian with this standard +# deviation (in arcmin) +# (The FWHM is 10 arcmin, hence the math) +PLANCK_SIGMA_PSF = 5 / np.sqrt(2 * np.log(2)) + + +def _rho_crit(z, omega_m, h): + ''' + The critical density of the universe :math:`\\rho_{crit}`, in units of + :math:`Msun*Mpc^{-3}`. + ''' + # The below formula assumes a flat univers, i.e. omega_m + omega_lambda = 1 + omega_lambda = 1 - omega_m + # The constant is 3 * (100 km / s / Mpc)**2 / (8 * pi * G) + # in units of Msun h^2 Mpc^{-3} + # (source: astropy's constants module and unit conversions) + return 2.77536627e+11 * h*h * (omega_m * (1 + z)**3 + omega_lambda) + + +def R_delta(M, z, omega_m, h, delta=200): + ''' + The radius of a sphere of mass M (in Msun), which has a density `delta` + times the critical density of the universe. + + :math:`R_{\\Delta} = \\Big(\\frac{3 M_{\\Delta}} \ + {8 \\pi \\Delta \\rho_{crit}}\Big)^{1/3}` + + Args: + M (float or array): Halo mass :math:`M_{\\Delta}`, in units of Msun. + z (float or array): Redshift to the cluster center. + omega_m (float or array): The matter fraction :math:`\\Omega_m`. + delta (float or array): The halo overdensity :math:`\\Delta`. + + Returns: + float or array: Radius, in :math:`\\text{Mpc}`. + ''' + volume = M / (delta * _rho_crit(z, omega_m, h)) + return (3 * volume / (4 * np.pi))**(1./3) + + +def P_delta(M, z, omega_b, omega_m, h, delta=200): + ''' + The pressure amplitude of a halo: + + :math:`P_{\\Delta} = G * M_{\\Delta} * \\Delta * \\rho_{crit}(z) \ + * \\Omega_b / \\Omega_m / (2R_{\\Delta})` + + See BBPS, section 4.1 for details. + + Args: + M (float): Halo mass :math:`M_{\\Delta}`, in units of Msun. + omega_b (float): The baryon fraction :math:`\\Omega_b`. + omega_m (float): The matter fraction :math:`\\Omega_m`. + delta (float): The halo overdensity :math:`\\Delta`. + + Returns: + float: Pressure amplitude, in units of Msun s^{-2} Mpc^{-1}. + ''' + # G = 4.51710305e-48 Mpc^3 Msun^{-1} s^{-2} + # (source: astropy's constants module and unit conversions) + return 4.51710305e-48 * M * delta * _rho_crit(z, omega_m, h) * \ + (omega_b / omega_m) / (2 * R_delta(M, z, omega_m, h, delta)) + + +def inverse_spherical_fourier_transform(rs, ks, Fs, + limit=1000, epsabs=1e-21, epsrel=1e-3, + return_errs=False): + ''' + Inverse spherical fourier transform of a spectrum F(k), evaluated at a grid + of radius values r. The spectrum F(k) is given at discrete points and + interpolated. + + :math:`f(r) = \\frac{1}{2 \\pi^2 r} \\int_0^\\infty dk sin(kr) k F(k)` + + Note: + The above integral over :math:`k` is done using a GSL integration + routine. This means, however, that if the integrand is not + well-behaved (i.e. Fs = 0 except at a single `k` value, or if `F` is + singular) the integration routine may not locate the singularity, or it + may not converge. + + Args: + rs (array): The radii at which to compute the inverse Fourier transform. + ks (array): Grid of angular frequencies `k` that the spectrum `F(k)` is + evaluated at. + Fs (array): The spectrum `F(k)`, used for interpolation. Must be of + the same size as `ks`. + limit (int): Number of subdivisions to use for integration + algorithm. + epsabs (float): Absolute allowable error for integration. + + Returns: + (array): The inverse-Fourier transformed profile `f(r)`. The same \ + shape as `rs`. + ''' + rs = np.asarray(rs, dtype=np.double) + ks = np.asarray(ks, dtype=np.double) + Fs = np.asarray(Fs, dtype=np.double) + + if ks.shape != Fs.shape: + raise ValueError('ks and Fs must be the same shape') + + scalar_input = False + if rs.ndim == 0: + scalar_input = True + # Convert r to 2d + rs = rs[None] + if rs.ndim > 1: + raise Exception('rs cannot be a >1D array.') + + f_out = np.zeros_like(rs, dtype=np.double) + f_err_out = np.zeros_like(rs, dtype=np.double) + + rc = _lib.inverse_spherical_fourier_transform(_dcast(f_out), + _dcast(f_err_out), + _dcast(rs), len(rs), + _dcast(ks), _dcast(Fs), + len(Fs), + limit, epsabs, epsrel) + + if rc != 0: + msg = 'inverse_spherical_fourier_transform returned error code: {}' + raise RuntimeError(msg.format(rc)) + + if scalar_input: + if return_errs: + return np.squeeze(f_out), np.squeeze(f_err_out) + return np.squeeze(f_out) + if return_errs: + return f_out, f_err_out + return f_out + + +def forward_spherical_fourier_transform(ks, rs, fs, limit=1000, + epsabs=1e-21, epsrel=1e-3, + return_errs=False): + ''' + Forward spherical fourier transform of a spectrum f(r), evaluated at a grid + of radius values k. The profile f(r) is given at discrete points and + interpolated. + + :math:`f(r) = 4\\pi^2 \\int_0^\\infty dr sin(kr)/(kr) r^2 f(r)` + + Note: + The above integral over :math:`k` is done using a GSL integration + routine. This means, however, that if the integrand is not + well-behaved (i.e. Fs = 0 except at a single `k` value, or if `F` is + singular) the integration routine may not locate the singularity, or it + may not converge. + + Args: + ks (array): The wavenumbers at which to compute the forward Fourier + transform. + rs (array): Grid of radii `r` that the spectrum `f(r)` is + evaluated at. + fs (array): The spectrum `f(r)`, used for interpolation. Must be of + the same size as `rs`. + limit (int): Number of subdivisions to use for integration + algorithm. + epsabs (float): Absolute allowable error for integration. + + Returns: + (array): The forward-Fourier transformed profile `F(k)`. The same \ + shape as `ks`. + ''' + rs = np.asarray(rs, dtype=np.double) + ks = np.asarray(ks, dtype=np.double) + fs = np.asarray(fs, dtype=np.double) + + if rs.shape != fs.shape: + raise ValueError('rs and Fs must be the same shape') + + scalar_input = False + if rs.ndim == 0: + scalar_input = True + # Convert r to 2d + rs = rs[None] + if rs.ndim > 1: + raise Exception('rs cannot be a >1D array.') + + f_out = np.zeros_like(ks, dtype=np.double) + f_err_out = np.zeros_like(ks, dtype=np.double) + + rc = _lib.forward_spherical_fourier_transform(_dcast(f_out), + _dcast(f_err_out), + _dcast(ks), len(ks), + _dcast(rs), _dcast(fs), + len(fs), + limit, epsabs, epsrel) + + if rc != 0: + msg = 'forward_spherical_fourier_transform returned error code: {}' + raise RuntimeError(msg.format(rc)) + + if scalar_input: + if return_errs: + return np.squeeze(f_out), np.squeeze(f_err_out) + return np.squeeze(f_out) + if return_errs: + return f_out, f_err_out + return f_out + + +def inverse_circular_fourier_transform(rs, ks, Fs, limit=1000, + epsabs=1e-21, epsrel=1e-3, + return_errs=False): + ''' + Inverse circular fourier transform of a spectrum F(k), evaluated at a grid + of radius values r. The spectrum F(k) is given at discrete points and + interpolated. + + :math:`f(r) = \\frac{1}{2 \\pi} \\int_0^\\infty dk J_0(kr) k F(k)` + + Note: + The above integral over :math:`k` is done using a GSL integration + routine. This means, however, that if the integrand is not + well-behaved (i.e. Fs = 0 except at a single `k` value, or if `F` is + singular) the integration routine may not locate the singularity, or it + may not converge. + + Args: + rs (array): The radii at which to compute the inverse Fourier transform. + ks (array): Grid of angular frequencies `k` that the spectrum `F(k)` is + evaluated at. + Fs (array): The spectrum `F(k)`, used for interpolation. Must be of + the same size as `ks`. + limit (int): Number of subdivisions to use for integration + algorithm. + epsabs (float): Absolute allowable error for integration. + epsrel (float): Relative allowable error for integration. + + Returns: + (array): The inverse-Fourier transformed profile `f(r)`. The same \ + shape as `rs`. + ''' + rs = np.asarray(rs, dtype=np.double) + ks = np.asarray(ks, dtype=np.double) + Fs = np.asarray(Fs, dtype=np.double) + + if ks.shape != Fs.shape: + raise ValueError('ks and Fs must be the same shape') + + scalar_input = False + if rs.ndim == 0: + scalar_input = True + # Convert r to 2d + rs = rs[None] + if rs.ndim > 1: + raise Exception('rs cannot be a >1D array.') + + f_out = np.zeros_like(rs, dtype=np.double) + f_err_out = np.zeros_like(rs, dtype=np.double) + + rc = _lib.inverse_circular_fourier_transform(_dcast(f_out), + _dcast(f_err_out), + _dcast(rs), len(rs), + _dcast(ks), _dcast(Fs), + len(Fs), + limit, epsabs, epsrel) + + if rc != 0: + msg = 'inverse_circular_fourier_transform returned error code: {}' + raise RuntimeError(msg.format(rc)) + + if scalar_input: + if return_errs: + return np.squeeze(f_out), np.squeeze(f_err_out) + return np.squeeze(f_out) + if return_errs: + return f_out, f_err_out + return f_out + + +def forward_circular_fourier_transform(ks, rs, fs, limit=1000, + epsabs=1e-21, epsrel=1e-3, + return_errs=False): + ''' + Forward circular fourier transform of a spectrum f(r), evaluated at a grid + of radius values k. The profile f(r) is given at discrete points and + interpolated. + + :math:`f(k) = 2\\pi \\int_0^\\infty dr J_0(kr) r f(r)` + + Note: + The above integral over :math:`k` is done using a GSL integration + routine. This means, however, that if the integrand is not + well-behaved (i.e. Fs = 0 except at a single `k` value, or if `F` is + singular) the integration routine may not locate the singularity, or it + may not converge. + + Args: + ks (array): The wavenumbers at which to compute the forward Fourier + transform. + rs (array): Grid of radii `r` that the spectrum `f(r)` is + evaluated at. + fs (array): The spectrum `f(r)`, used for interpolation. Must be of + the same size as `rs`. + limit (int): Number of subdivisions to use for integration + algorithm. + epsabs (float): Absolute allowable error for integration. + epsrel (float): Relative allowable error for integration. + + Returns: + (array): The forward-Fourier transformed profile `F(k)`. The same \ + shape as `ks`. + ''' + rs = np.asarray(rs, dtype=np.double) + ks = np.asarray(ks, dtype=np.double) + fs = np.asarray(fs, dtype=np.double) + + if rs.shape != fs.shape: + raise ValueError('rs and Fs must be the same shape') + + scalar_input = False + if rs.ndim == 0: + scalar_input = True + # Convert r to 2d + rs = rs[None] + if rs.ndim > 1: + raise Exception('rs cannot be a >1D array.') + + f_out = np.zeros_like(ks, dtype=np.double) + f_err_out = np.zeros_like(ks, dtype=np.double) + + rc = _lib.forward_circular_fourier_transform(_dcast(f_out), + _dcast(f_err_out), + _dcast(ks), len(ks), + _dcast(rs), _dcast(fs), + len(fs), + limit, epsabs, epsrel) + + if rc != 0: + msg = 'forward_circular_fourier_transform returned error code: {}' + raise RuntimeError(msg.format(rc)) + + if scalar_input: + if return_errs: + return np.squeeze(f_out), np.squeeze(f_err_out) + return np.squeeze(f_out) + if return_errs: + return f_out, f_err_out + return f_out + + +def abel_transform(xs, ys, rs, limit=1000, epsabs=1e-29, epsrel=1e-3): + ''' + Perform the Abel transform (line-of-sight projection) for a spherically + symmetric function defined by (xs, ys), on the grid of transverse radii + `rs`. + + TODO: fully document. + ''' + xs = np.ascontiguousarray(xs, dtype=np.double) + ys = np.ascontiguousarray(ys, dtype=np.double) + rs = np.ascontiguousarray(rs, dtype=np.double) + + if xs.shape != ys.shape: + raise ValueError('abel_transform: xs and ys must be same shape') + + f_out = np.zeros_like(rs) + f_out_err = np.zeros_like(rs) + + rc = _lib.abel_transform_interp(_dcast(f_out), _dcast(f_out_err), + _dcast(xs), _dcast(ys), ys.size, + _dcast(rs), rs.size, + limit, epsabs, epsrel) + + if rc != 0: + msg = 'abel_transform returned error code: {}' + raise RuntimeError(msg.format(rc)) + return f_out + + +def integrate_spline(xs, ys, a, b): + ''' + Integrate a cubic spline of the function `ys = f(xs)` from x=a to x=b. + + TODO: fully document. + ''' + xs = np.ascontiguousarray(xs, dtype=np.double) + ys = np.ascontiguousarray(ys, dtype=np.double) + + if xs.shape != ys.shape: + raise ValueError('integrate_spline: xs and ys must be same shape') + + # Create a one-element array for the result + f_out = np.array(0.0, dtype=np.double) + + rc = _lib.integrate_spline(_dcast(xs), _dcast(ys), len(xs), + a, b, _dcast(f_out)) + + if rc != 0: + msg = 'integrate_spline returned error code: {}' + raise RuntimeError(msg.format(rc)) + return f_out[()] + + +############################################### +# Functions for performing Image Convolutions # +############################################### + +def create_image(fn, theta_min, theta_max, sigma, nsig=3): + # Compute the dimensions of the image, and create it + # Make sure we have resolution to capture the beam + dtheta = min(theta_min / np.sqrt(2), (sigma / 10)) + sigma_edge = math.ceil((nsig*sigma / dtheta + 1) / 2) + side_len = 2*sigma_edge + long_side_len = side_len + math.ceil((theta_max / dtheta + 1) / 2) + + # Create image coordinates + raw_xs, raw_ys = np.meshgrid(np.arange(long_side_len), + np.arange(side_len)) + xs, ys = (raw_xs - sigma_edge) * 2 + 1, (raw_ys - sigma_edge) * 2 + 1 + rs = dtheta * np.sqrt(xs**2 + ys**2) + + # Create the radii at which to interpolate + rs_interp = rs[0, :].copy() + rs_interp[:sigma_edge] = rs[sigma_edge, sigma_edge:0:-1] + + ys = interp1d(rs_interp, fn(rs_interp)) + return 2*dtheta, rs, ys(rs.flatten()).reshape(rs.shape) + + +# TODO: should we allow a custom kernel? +def convolve_profile(fn, thetas, + sigma=PLANCK_SIGMA_PSF, + nsig=3): + ''' + Convolves the profile `fn` with a gaussian with std == :math`\sigma`, and + returns the new 1D profile. We don't recommend using this directly. + + It creates a long rectangular "fake image," where the long edge runs from + (-nsig*sigma) to (thetas.max() + nsig*sigma), and the short edge funs from + (-nsig*sigma) to (+nsig*sigma). The resolution of the image is governed by + thetas.min(), so make sure to include a wide range of theta values. + + Args: + fn (function): + The function to be convolved. Should accept an array. Should take + a single variable with the same units as `theta`. + thetas (array of floats): + The angles at which to evaluate the convolved profile, in arcmin. + sigma (float): + The standard deviation of the Gaussian beam, in the same units as + `theta`. The default is the Planck beam, in arcmin. + nsig (float): + The "extra sigmas" to include in the convolution. + + Returns: + array: Convolved profile corresponding to thetas. Same shape as thetas. + ''' + min_theta = thetas.min() + if min_theta == 0.0: + min_theta = thetas[1] + dtheta, rs, img = create_image(fn, min_theta*0.99, thetas.max()*1.01, + sigma=sigma, nsig=nsig) + short_sidelen, long_sidelen = rs.shape + + kernel = Gaussian2DKernel(sigma / dtheta) + convolved = convolve_fft(img, kernel) + + midpt = short_sidelen//2 + rs_interp, ys = rs[midpt, midpt:], convolved[midpt, midpt:] + + return interp1d(rs_interp, ys)(thetas) + + +# Some tricky stuff with abstract base class and py2/3 compatibility +if sys.version_info.major < 3: + __pprofile_supclass = object +else: + __pprofile_supclass = abc.ABC + + +class PressureProfile(__pprofile_supclass): + if sys.version_info.major < 3: + __metaclass__ = abc.ABCMeta + ''' + Abstract base class for cluster pressure profiles. Subclasses need only + define the parameters and the method `pressure`, and the projection, fourier + transforms, and convolution will automatically be available. They can + overload more functions if they wish (if e.g. there is an analytical + solution to the projection or FT, or to adjust between a + :math:`M_{\Delta c}` and :math:`M_{\Delta m}` mass definition). + + Args: + M (float): Mass of the cluster, default :math:`M_{200 c}` in + :math:`M_{sun}`. Subclasses may use a different mass + definition. + z (float): Redshift of the cluster center. + cosmo (dictionary): + A dictionary of cosmological parameters. Expected to + contain the following (subclasses may require more or less): + + * **omega_b:** (float) Baryon fraction. + * **omega_m:** (float) Mass fraction. + * **h0:** (float) Reduced hubble constant, + :math:`H_0 / (100 km s^{-1} Mpc^{-1})`. + delta (float): The matter overdensity of the mass definition, the + :math:`\Delta` in :math:`M_{\Delta c}`. Default of 200 + ''' + def __init__(self, M, z, cosmo, delta=200): + self.__M = M + self.__z = z + self.__delta = delta + + self.__omega_b = cosmo['omega_b'] + self.__omega_m = cosmo['omega_m'] + self.__h = cosmo['h0'] + + def _update_halo(self): + self.__R_delta = R_delta(self.M, self.z, self.omega_m, self.h, + delta=self.delta) + self.__P_delta = P_delta(self.M, self.z, + self.omega_b, self.omega_m, self.h, + delta=self.delta) + + def update_halo(self, M, z, delta=200): + ''' + Update the mass, redshift, and optionally overdensity of the halo. + + Args: + M (float): Halo mass, in :math:`M_{sun}`. + z (float): redshift. + delta (number): Halo overdensity :math:`\\Delta`. + ''' + self.__M = M + self.__z = z + self.__delta = delta + self._update_halo() + return self + + def update_cosmology(self, cosmo): + ''' + Update cosmological parameters. + + Args: + cosmo (dictionary): + A dictionary of cosmological parameters. Expected to + contain the following: + + * **omega_b:** (float) Baryon fraction. + * **omega_m:** (float) Mass fraction. + * **h0:** (float) Reduced hubble constant. + ''' + self.__omega_b = cosmo['omega_b'] + self.__omega_m = cosmo['omega_m'] + self.__h = cosmo['h0'] + self._update_halo() + return self + + @property + def M(self): + ''' + Halo mass, in units of :math:`M_{sun}`. + ''' + return self.__M + + @M.setter + def set_M(self, M): + self.__M = M + self._update_halo() + + @property + def z(self): + ''' + Halo redshift. + ''' + return self.__z + + @z.setter + def set_z(self, z): + self.__z = z + self._update_halo() + + @property + def delta(self): + ''' + Halo overdensity :math:`\\Delta`. Default 200. + ''' + return self.__delta + + @delta.setter + def set_delta(self, delta): + self.__delta = delta + self._update_halo() + + @property + def omega_b(self): + ''' + Baryon fraction. + ''' + return self.__omega_b + + @omega_b.setter + def set_omega_b(self, omega_b): + self.__omega_b = omega_b + self._update_halo() + + @property + def omega_m(self): + ''' + Matter fraction. + ''' + return self.__omega_m + + @omega_m.setter + def set_omega_m(self, omega_m): + self.__omega_m = omega_m + self._update_halo() + + @property + def h(self): + ''' + Reduced Hubble constant. + ''' + return self.__h + + @h.setter + def set_h(self, h): + self.__h = h + self._update_halo() + + @property + def R_delta(self): + ''' + Virial radius :math:`R_{\\Delta}`, cosmology-dependent. + See BBPS equation 6. + + :math:`R_{\\Delta}` cannot be set directly, and is automatically updated + whenever the parameters it depends on are. + + Units: + :math:`\\text{Mpc}`. + ''' + return self.__R_delta + + @property + def P_delta(self): + ''' + Virial pressure :math:`P_{\\Delta}`, cosmology-dependent. + See BBPS section 4.1. + + :math:`P_{\\Delta}` cannot be set directly, and is automatically updated + whenever the parameters it depends on are. + + Units: + :math:`M_{sun} s^{-2} \\text{Mpc}^{-1}` + ''' + return self.__P_delta + + @abc.abstractmethod + def pressure(self): + pass + + def projected_pressure(self, rs): + # TODO + pass + + def compton_y(self, r, Xh=0.76, limit=1000, epsabs=1e-15, epsrel=1e-3): + ''' + Projected Compton-y parameter along the line of sight, at a set of + perpendicular distances `r` from the halo. + All arguments have the same meaning as `projected_pressure`. + + Args: + r (float or array): Radius from the cluster center, in Mpc. + + Returns: + float or array: Compton y parameter. Unitless. + ''' + # The constant is \sigma_T / (m_e * c^2), the Thompson cross-section + # divided by the mass-energy of the electron, in units of s^2 Msun^{-1}. + # Source: Astropy constants and unit conversions. + # We need to convert from GAS pressure to ELECTRON pressure. This is the + # equation to do so, see BBPS p. 3. + ch = (2 * Xh + 2) / (5 * Xh + 3) * _pressure_to_y + return ch * self.projected_pressure(r, limit=limit, + epsabs=epsabs, epsrel=epsrel) + + def fourier_pressure(self, ks): + # TODO + pass + + def convolved_y(self, thetas, da, + sigma_beam=PLANCK_SIGMA_PSF, + Xh=0.76): + # TODO + pass + + +class BBPSProfile(PressureProfile): + ''' + The best-fit pressure profile presented in BBPS. + + The 3D pressure profile is computed in :meth:`pressure`, and + the projected pressure and Compton y are computed in + :meth:`projected_pressure` and :meth:`compton_y`. + + >>> halo = BBPSProfile(3e14, 0.2, 0.04, 0.28) + >>> # Let's compute the pressure profile over a small radial range + >>> halo.pressure(np.linspace(0.1, 5, 10)) + array([4.41304440e-20, 2.13323485e-21, 3.46223667e-22, 9.09642709e-23, + 3.15108279e-23, 1.30793006e-23, 6.16910021e-24, 3.20053361e-24, + 1.78752532e-24, 1.05882458e-24]) + + Args: + M (float): + Cluster :math:`M_{\\Delta c}`, in Msun. **NB** this is the + **CRITICAL MASS OVERDENSITY** mass definition. + z (float): Cluster redshift. + cosmo (dictionary): + A dictionary of cosmological parameters. Expected to + contain the following: + + * **omega_b:** (float) Baryon fraction. + * **omega_m:** (float) Mass fraction. + * **h0:** (float) Reduced hubble constant. + params_P_0 (tuple): + 3-tuple of :math:`P_0` mass, redshift dependence parameters A, + :math:`\\alpha_m`, :math:`\\alpha_z`, respectively. See BBPS + Equation 11. Default is BBPS's best-fit. + params_x_c (tuple): + 3-tuple of :math:`x_c` mass, redshift dependence, same as + `params_P_0`. Default is BBPS's best-fit. + params_beta (tuple): + 3-tuple of :math:`\\beta` mass, redshift dependence, same as + `params_P_0`. Default is BBPS's best-fit. + alpha (float): Profile parameter. See BBPS Eq. 10. + gamma (float): Profile parameter. See BBPS Eq. 10. + delta (float): Halo overdensity :math:`\\Delta`. + ''' + def __init__(self, M, z, + cosmo, + params_P_0=_BBPS_params_P_0, + params_x_c=_BBPS_params_x_c, + params_beta=_BBPS_params_beta, + M_pivot=1e14, + alpha=1, gamma=-0.3, + delta=200): + # Halo definition, default (M_{Delta c} with Battaglia's P_Delta, + # R_Delta definitions) is fine + # (we use this instead of just super() for py2 compatibility) + super(BBPSProfile, self).__init__(M, z, cosmo, delta=delta) + + # Profile fit parameters + self.__params_P_0 = params_P_0 + self.__params_x_c = params_x_c + self.__params_beta = params_beta + self.__M_pivot = M_pivot + self.alpha = alpha + self.gamma = gamma + + # Set parameters + self._update_halo() + + def _update_halo(self): + # (we use this instead of just super() for py2 compatibility) + super(BBPSProfile, self)._update_halo() + self.__P_0 = self._A(self.M, self.z, *self.__params_P_0, + **{'M_pivot': self.__M_pivot}) + self.__x_c = self._A(self.M, self.z, *self.__params_x_c, + **{'M_pivot': self.__M_pivot}) + self.__beta = self._A(self.M, self.z, *self.__params_beta, + **{'M_pivot': self.__M_pivot}) + + @staticmethod + def _A(M, z, A_0, alpha_m, alpha_z, M_pivot=1e14): + ''' + Mass-Redshift dependency model for the generalized BBPS profile + parameters, fit to simulated halos in that data. The best-fit + parameters are presented in Table 1. of BBPS + ''' + return A_0 * (M / M_pivot)**alpha_m * (1 + z)**alpha_z + + def pressure(self, r): + ''' + The best-fit 3D pressure profile. + + Args: + r (float or array): Radii from the cluster center, + in physical :math:`Mpc`. If an array, an array + is returned, if a scalar, a scalar is returned. + + Returns: + (float or array): Pressures corresponding to `r`, in units of + :math:`Msun s^{-2} Mpc^{-1}`. + ''' + r = np.asarray(r, dtype=np.double) + + scalar_input = False + if r.ndim == 0: + scalar_input = True + # Convert r to 2d + r = r[None] + if r.ndim > 1: + raise Exception('r cannot be a >1D array.') + + P_out = np.zeros_like(r, dtype=np.double) + + _lib.P_BBPS(_dcast(P_out), + _dcast(r), len(r), + self.M, self.z, + self.omega_b, self.omega_m, self.h, + self.__P_0, self.__x_c, self.__beta, + float(self.alpha), self.gamma, + self.delta) + + if scalar_input: + return np.squeeze(P_out) + return P_out + + def projected_pressure(self, r, return_errs=False, limit=1000, + epsabs=1e-15, epsrel=1e-3): + ''' + Computes the projected line-of-sight pressure of a cluster at a radius r + from the cluster center. + + Args: + r (float or array): Radius from the cluster center, in Mpc. + return_errs (bool): Whether to return integration errors. + limit (int): Number of subdivisions to use for integration + algorithm. + epsabs (float): Absolute allowable error for integration. + epsrel (float): Relative allowable error for integration. + + Returns: + tuple or array: Integrated line-of-sight pressure at distance `r` + from the cluster, in units of :math:`Msun s^{-2}`. + If `return_errs` is set, returns a 2-tuple of + (values, errors). + ''' + r = np.asarray(r, dtype=np.double) + + scalar_input = False + if r.ndim == 0: + scalar_input = True + # Convert r to 2d + r = r[None] + if r.ndim > 1: + raise Exception('r cannot be a >1D array.') + + P_out = np.zeros_like(r, dtype=np.double) + P_err_out = np.zeros_like(r, dtype=np.double) + + rc = _lib.projected_P_BBPS(_dcast(P_out), _dcast(P_err_out), + _dcast(r), len(r), + self.M, self.z, + self.omega_b, self.omega_m, self.h, + self.__P_0, self.__x_c, self.__beta, + self.alpha, self.gamma, + self.delta, + limit, + epsabs, epsrel) + + if rc != 0: + msg = 'C_projected_P_BBPS returned error code: {}'.format(rc) + raise RuntimeError(msg) + + if scalar_input: + if return_errs: + return np.squeeze(P_out), np.squeeze(P_err_out) + return np.squeeze(P_out) + if return_errs: + return P_out, P_err_out + return P_out + + def convolved_y(self, thetas, da, ks=None, + Xh=0.76, + miscent_offset=None, + sigma_beam=PLANCK_SIGMA_PSF, + nr=1000, nM=1000, + nk=100, + limit=1000, + epsabs=1e-12, + epsrel=1e-3): + ''' + Computes the observed 1-halo Compton-y profile of the cluster, i.e. + the Compton-y profile convolved with a Gaussian beam function and an + (optional) miscentring offset. + + Args: + thetas (float or array): + Angles from cluster center at which to compute Compton-y param. + Units: arcmin + da (float): + Angular diameter distance at the cluster's redshift, i.e. + physical distance on the sky = :math:`\\theta da`. + ks (array): + Wavenumbers at which to compute Fourier transform of 3d 1halo + profile. If not provided, a grid is automatically chosen and + generated. + Units: 1/(physical Mpc) + Xh (float): Primordial hydrogen fraction. + miscent_offset (float or None): + Miscentering distance, in physical Mpc. If None (default), it is + assumed to be zero. + sigma_beam (float): + Standard deviation of the Gaussian PSF. Default is Planck's. + ''' + theta_to_r = (da / 60) * (np.pi / 180) + + # Generate a log-spaced grid of 100 ks which covers our r region of + # interest + if ks is None: + rmin = thetas.min() * theta_to_r + rmax = thetas.max() * theta_to_r + ks_min = 1 / (2*np.pi*rmax) + ks_max = 2*np.pi / (rmin) + # TODO customize nk? + ks = np.geomspace(ks_min, ks_max, nk) + + ft_pressure = self.fourier_pressure(ks) + + # Due to the projection-slice thm, the 3D FT is the same as the + # 2D FT of a projection of the 3D distribution. + # Basically, we can skip a step by using the 3D FT of the 2halo as the + # 2D FT of the projected 2halo + y_conversion = _pressure_to_y * (2*Xh + 2) / (5*Xh + 3) + fourier_2h = y_conversion * ft_pressure + + # Transverse radii - convert theta (in arcmin) to physical radii + rs = thetas * theta_to_r + + # If a miscentering distance has been specified, apply it + if miscent_offset is not None: + fourier_2h *= sp.j0(miscent_offset * ks) + + # If a beam width has been specified, apply it + if sigma_beam is not None: + # Convert sigma from arcmin to physical units + sigma_phys = da * (np.pi / 180) * (sigma_beam / 60) + fourier_2h *= np.exp(-ks*ks*sigma_phys*sigma_phys/2) + + return inverse_circular_fourier_transform(rs, ks, fourier_2h, + limit=limit, + epsabs=epsabs, + epsrel=epsrel) / (1 + self.z) + + def convolved_y_fft(self, thetas, da, + sigma_beam=PLANCK_SIGMA_PSF, + nsig=5, + Xh=0.76, limit=1000, + epsabs=1e-14, epsrel=1e-3): + ''' + Create an observed Compton-y profile of a halo by "manually" convolving + it with a Gaussian beam function. It creates a "raw exposure" by making + a grid of projected Compton-y, and convolves it with a Gaussian of the + specified size using scipy functions. It returns a pair of arrays, + (thetas, ys), for interpolation by the user. + + Args: + thetas (array): Angles at which to compute profile, in arcmin. + da (float): Angular diameter distance at cluster redshift. + sigma (float): The standard deviation of the Gaussian beam, in the + same units as `theta`. The default is the Planck + beam, in arcmin. + nsig (float): The number of "extra sigma" to use in the convolution. + See `create_image` for more info. + Xh (float): Primordial hydrogen mass fraction. + + Returns: + (array): Smoothed ys, corresponding to `thetas`. + ''' + def image_func(thetas): + return self.compton_y(thetas * da / 60 * np.pi / 180, + Xh=Xh, limit=limit, + epsabs=epsabs, epsrel=epsrel) + return convolve_profile(image_func, thetas, + sigma=sigma_beam, nsig=nsig) + + def _fft_fourier_pressure(self, rmax, nr): + ''' + THIS FUNCTION IS FOR TESTING ONLY + + Computes the 3D fourier transform of the BBPS pressure profile. + Necessary for computing the 2-halo term. Computed by evaluating the + pressure profile at a discrete set of radii, and applying a fast + Fourier transform (FFT). + + Args: + rmax (float): The maximum R to evaluate the pressure profile at. \ + (r = 0..maxR, in nr steps, is used). + nr (int): Number of r samples to use in the FFT. + + Returns: + (array, array): Two arrays, the `ks` and the Fourier transform \ + `P(k)`. + ''' + # the FFT needs an even grid spacing + rs = np.linspace(0.0, rmax, nr) + Ps = self.pressure(rs) + + # The pressure profile is singular - but since we are multiplying by R, + # the P(r = 0) * r should be 0. + Ps[0] = 0.0 + + fftd = np.fft.rfft(rs * Ps) + ks = np.fft.fftfreq(nr, rmax / (nr - 1)) + + # We only need the `sin()` (i.e. imaginary) terms + fftd, ks = np.abs(fftd[1:-1].imag), ks[ks > 0] + + return 2*np.pi*ks, (fftd / ks) * 2 * (rmax / (nr - 1)) + + def _projected_pressure(self, r, dist=8, epsrel=1e-3): + ''' + THIS FUNCTION IS FOR TESTING ONLY. + + Computes the projected line-of-sight density of a cluster at a radius r + from the cluster center. + + Args: + r (float): Radius from the cluster center, in Mpc. + + Returns: + float: Integrated line-of-sight pressure at distance `r` from the \ + cluster, in units of Msun s^{-2}. + ''' + return quad(lambda x: self.pressure(np.sqrt(x*x + r*r)), + -dist * self.R_delta, dist * self.R_delta, + epsrel=epsrel)[0] / (1 + self.z) + + def _projected_pressure_real(self, r, chis, zs, + dist=8, epsrel=1e-3): + ''' + THIS FUNCTION IS FOR TESTING ONLY. + + Computes the projected line-of-sight density of a cluster at a radius r + from the cluster center. + + Args: + r (float): Radius from the cluster center, in Mpc. + chis (1d array of floats): The comoving line-of-sight distance, \ + in Mpc. + zs (1d array of floats): The redshifts corresponding to `chis`. + + Returns: + float: Integrated line-of-sight pressure at distance `r` from the \ + cluster, in units of Msun s^{-2}. + ''' + chi_cluster = np.interp(self.z, zs, chis) + return quad(lambda x: self.pressure(np.sqrt((x - chi_cluster)**2 + r*r)) + / (1 + np.interp(x, chis, zs)), + chi_cluster - dist * self.R_delta, + chi_cluster + dist * self.R_delta, + epsrel=epsrel)[0] + + def fourier_pressure(self, k, + limit=1000, + epsabs=1e-23, epsrel=1e-3, + return_errs=False): + ''' + Computes the 3D fourier transform of the BBPS pressure profile. + Necessary for computing the 2-halo term. + + Args: + k (float or array): Frequencies to compute FFT at, + :math:`1/\\text{Mpc}` + M (float): Cluster :math:`M_{\\Delta}`, in Msun. + z (float): Cluster redshift. + omega_b (float): Baryon fraction. + omega_m (float): Matter fraction. + params_P_0 (tuple): 3-tuple of :math:`P_0` mass, redshift + dependence parameters A, :math:`\\alpha_m`, + :math:`\\alpha_z`, respectively. See BBPS2 + Equation 11. Default is BBPS2's best-fit. + params_x_c (tuple): 3-tuple of :math:`x_c` mass, redshift + dependence, same as `params_P_0`. Default is + BBPS2's best-fit. + params_beta (tuple): 3-tuple of :math:`\\beta` mass, redshift + dependence, same as `params_P_0`. Default is + BBPS2's best-fit. + + Returns: + float or array: The FFT for each `k`. + ''' + k = np.ascontiguousarray(k, dtype=np.double) + + scalar_input = False + if k.ndim == 0: + scalar_input = True + # Convert r to 2d + k = k[None] + if k.ndim > 1: + raise Exception('r cannot be a >1D array.') + + up_out = np.zeros_like(k, dtype=np.double) + up_err_out = np.zeros_like(k, dtype=np.double) + + # Set parameters + + rc = _lib.fourier_P_BBPS(_dcast(up_out), _dcast(up_err_out), + _dcast(k), len(k), + self.M, self.z, + self.omega_b, self.omega_m, self.h, + self.__P_0, self.__x_c, self.__beta, + self.alpha, self.gamma, + self.delta, + limit, + epsabs, epsrel) + + if rc != 0: + msg = 'fourier_P_BBPS returned error code: {}'.format(rc) + raise RuntimeError(msg) + + if scalar_input: + if return_errs: + return np.squeeze(up_out), np.squeeze(up_err_out) + return np.squeeze(up_out) + if return_errs: + return up_out, up_err_out + return up_out + + +class TwoHaloProfile: + ''' + A general interface for computing the 2-halo halo-pressure correlation + function, :math:`\\xi_{h, P}^{2h}(r | M, z)`. + + By default, the halo mass functions (`hmb_[mzb]`, `hmf_[mzf]`) are expected + to use a **mean mass overdensity** halo definition. The one halo model is + expected to use a **critical mass overdensity** halo definition. + The `mdelta_m` and `mdelta_c` arguments are used in an interpolation table + to convert between them. + + If these assumptions are false, use the `halo_mass_def` and `one_halo_def` + args to adjust accordingly. + + Args: + cosmo (dictionary): + A dictionary of cosmological parameters. Expected to + contain the following: + + * **omega_b:** (float) Baryon fraction. + * **omega_m:** (float) Mass fraction. + * **h0:** (float) Reduced hubble constant, + :math:`H_0 / (100 km s^{-1} Mpc^{-1})`. + * **hmb_m:** (1d array) The mass points at which the halo mass bias + is evaluated. Units: :math:`M_{sun}`. Mass definition: + :math:`M_{200m}`. + * **hmb_z:** (1d array) The redshifts at which the halo mass bias is + evaluated. + * **hmb_b:** (2d array) The evaluated halo mass bias, for each + (m, z) combination. + * **hmf_m:** (1d array) The mass points at which the halo mass + function is evaluated. Units: :math:`M_{sun}`. Mass definition: + :math:`M_{200m}`. + * **hmf_z:** (1d array) The redshifts at which the halo mass + function is evaluated. + * **hmf_f:** (2d array) The evaluated halo mass function, for each + (m, z) combination. + * **P_lin_k:** (1d array) The wavenumbers at which the linear matter + power spectrum is evaluated. Expected to be defined in terms of + *comoving* distance. + * **P_lin_z:** (1d array) The redshifts at which the linear matter + power spectrum is evaluated. + * **P_lin:** (2d array) The evaluated linear matter power spectrum, + for each (k, z) combination. + mdelta_m (1d array): A set of *mean overdensity* halo masses. + mdelta_c (1d array): A set of *critical overdensity* halo masses + corresponding to `mdelta_m`. Needed to convert + between the two halo definitions. + halo_mass_def (string): One of "mean", "critical". The mass + definiton used in `hmf_m` and `hmb_m`. + one_halo_def (string): One of "mean", "critical". The mass definiton + used by `one_halo`. + one_halo (class): The 1-halo pressure model to use, default is + :class:`BBPSProfile`. TODO: Document expected + arguments. + one_halo_args (iterable): Any extra arguments to give the `one_halo` + class, e.g. profile parameters. + one_halo_kwargs (dictionary): Any extra keyword arguments to give + the `one_halo` class, e.g. profile + parameters. + ''' + def __init__(self, cosmo, + mdelta_m, mdelta_c, + halo_mass_def='mean', + one_halo_def='critical', + one_halo=BBPSProfile, one_halo_args=(), one_halo_kwargs={}, + allow_weird_h=False): + self.cosmo = cosmo.copy() + omega_m, omega_b, h = cosmo['omega_m'], cosmo['omega_b'], cosmo['h0'] + hmb_m, hmb_z, hmb_b = cosmo['hmb_m'], cosmo['hmb_z'], cosmo['hmb_b'] + hmf_m, hmf_z, hmf_f = cosmo['hmf_m'], cosmo['hmf_z'], cosmo['hmf_f'] + P_lin_k, P_lin_z, P_lin = cosmo['P_lin_k'], cosmo['P_lin_z'], \ + cosmo['P_lin'] + + # To help user get the right units + if not allow_weird_h: + if h > 2 or h < 0.1: + raise ValueError('The **reduced** Hubble constant is needed') + + self.omega_b = omega_b + self.omega_m = omega_m + self.h = h + + self.hmb = interp2d(hmb_m, hmb_z, hmb_b) + self.hmf = interp2d(hmf_m, hmf_z, hmf_f) + self.P_lin = interp2d(P_lin_k, P_lin_z, P_lin) + + # TODO: these should be unnecessary if halo_mass_def == one_halo_def + self.mean_to_critical = interp1d(mdelta_m, mdelta_c) + self.critical_to_mean = interp1d(mdelta_c, mdelta_m) + + if halo_mass_def not in ('mean', 'critical'): + raise ValueError('Invalid mass def: {}'.format(halo_mass_def)) + if one_halo_def not in ('mean', 'critical'): + raise ValueError('Invalid mass def: {}'.format(one_halo_def)) + + self.halo_mass_def = halo_mass_def + self.one_halo_def = one_halo_def + + self._profile_model = one_halo + self._one_halo_args = one_halo_args + self._one_halo_kwargs = one_halo_kwargs + + def projected(self, rs_proj, rs_2h, ks, z, + nM=1000, limit=1000, + epsabs_2h=1e-21, + epsabs_abel=1e-23, + epsrel_abel=1e-3): + ''' + Computes the projected 2-halo term. + + Args: + rs_proj (array): The transverse distances at which to project. + Units: :math:`Mpc` + rs_2h (array): The radii at which to compute the 3D 2-halo term. + (The projection is performed on an interpolation + table, this is the spacing of that interpolation + table.) + Units: :math:`Mpc` + ks (array): Wavenumbers to use for computing 3D 2h term. + Units: :math:`Mpc^{-1}`. + z (float): Redshift to use. + + Returns: + (array): The projected 2-halo term, corresponding to `rs_proj`. \ + Units: :math:`M_{sun} s^{-2}`. + ''' + two_halo_3d = self.two_halo(rs_2h, ks, z, + nM=nM, limit=limit, + epsabs=epsabs_2h) + + return abel_transform(rs_2h, two_halo_3d, rs_proj, + limit=limit, + epsabs=epsabs_abel, + epsrel=epsrel_abel) / (1 + z) + + def compton_y(self, rs_proj, rs_2h, ks, z, + Xh=0.76, + nM=1000, limit=1000, + epsabs_2h=1e-21, + epsabs_abel=1e-23, + epsrel_abel=1e-3): + ''' + Computes the Compton-y 2-halo term, i.e. the projected line-of-sight + CMB distortion. It is dimensionless. + + Args: + rs_proj (array): The transverse distances at which to project. + Units: Physical (non-comoving) :math:`Mpc` + rs_2h (array): The radii at which to compute the 3D 2-halo term. + (The projection is performed on an interpolation + table, this is the spacing of that interpolation + table.) + Units: Physical (non-comoving) :math:`Mpc` + ks (array): Wavenumbers to use for computing 3D 2h term. + Units: :math:`Mpc^{-1}`. + z (float): Redshift to use. + Xh (float): Primordial hydrogen mass fraction. Necessary to compute + the *electron pressure* from the *gas pressure*. + + Returns: + (array): The unitless projected 2-halo term, at `rs_proj`. + ''' + const = (2 * Xh + 2) / (5 * Xh + 3) * _pressure_to_y + return const * self.projected(rs_proj, rs_2h, ks, z, + nM=1000, limit=1000, + epsabs_2h=1e-21, + epsabs_abel=1e-23, + epsrel_abel=1e-3) + + def two_halo(self, rs, ks, z, + nM=1000, limit=1000, + epsabs=1e-25, epsrel=1e-3): + ''' + Computes the 3D 2-halo halo-pressure correlation + :math:`\\xi_{h, P}(r | M, z)`: + + :math:`\\xi_{h,P}(r | M, z) = \\int_0^\infty dk \\frac{k^2}{2 \\pi^2}\ + sin(kr) / (kr) P_{h, P}(k | M, z)` + :math:`P_{h, P}(k | M, z) = b(M, z) P_{lin}(k, z) \\int_0^\infty\ + dM^\\prime \\frac{dn}{dM^\\prime} b(M^\\prime, z)\ + u_P(k | M^\\prime, z)` + :math:`u_P(k | M, z) = \int_0^\\infty dr 4\\pi r^2 sin(kr)/(kr)\ + P_e(r | M^\\prime, z)` + + Args: + rs (array of float): The radii at which to compute :math:`\\xi`. NB + this is physical (NOT comoving) distance. + ks (array of float): The wavenumbers to compute the Fourier + transform. + z (float): Redshift to use. + + Returns: + (array): The 3D halo-pressure correlation at the radii `rs`. Same \ + shape as `rs`. + ''' + igrnds = self.two_halo_mass_integrand(ks, z, + nM=nM, + epsabs=epsabs, + epsrel=epsrel) + + # The matter power spectrum uses *comoving* units, we want *physical* + # units, hence `/ (1 + z)` + # (We would also need a (1 + z)**3 in front of P_lin, but it actually + # cancels with the HMF 1/volume) + Ps = self.P_lin(ks / (1 + z), z) + radial_term = inverse_spherical_fourier_transform(rs, ks, Ps * igrnds, + limit=limit, + epsabs=epsabs, + epsrel=epsrel) + + # TODO - mass bias + return radial_term + + def two_halo_mass_integrand(self, ks, z, + nr=1000, nM=1000, + limit=1000, epsabs=1e-25, epsrel=1e-3): + ''' + A mass-weighted pressure profile, in Fourier space. + + Args: + ks (array): The wavenumbers at which to compute the FT. + Units: :math:`Mpc^{-1}` + z (float): Redshift to use. + + Returns: + (array): Spherical FT of distribution corresponding to `ks`. + ''' + rs = np.geomspace(1 / ks.max(), 2 * np.pi / ks.min(), nr) + mass_weighted = self.mass_weighted_profile(rs, z, + nM=nM) + + return forward_spherical_fourier_transform(ks, rs, mass_weighted, + limit=limit, epsabs=epsabs, + epsrel=epsrel) + + def mass_weighted_profile(self, rs, z, nM=1000): + ''' + Computes the mass weighted pressure profile: + + :math:`P_{mean}(r | z) = \int dM dn/dM b(M) P(r | M, z)` + + Args: + rs (array): The radii at which to compute the mean pressure. + Units: :math:`Mpc`. + z (float): Redshift to use. + + Returns: + (array): Mean pressure for each r. + ''' + + Mmin = max(self.hmb.x.min(), self.hmf.x.min()) + Mmax = min(self.hmb.x.max(), self.hmf.x.max()) + + Ms_halo_mass = np.geomspace(Mmin, Mmax, nM) + lnMs_halo_mass = np.log(Ms_halo_mass) + + # If the one-halo and halo-mass tables are in different mass + # definitions, we need to convert them. + if self.halo_mass_def != self.one_halo_def: + if self.one_halo_def == 'critical': + Ms_one_halo = self.mean_to_critical(Ms_halo_mass) + if self.one_halo_def == 'mean': + Ms_one_halo = self.critical_to_mean(Ms_halo_mass) + + # First compute a grid of the profile in mass-radius + profiles = np.zeros((nM, rs.size), dtype=np.double) + for Mi, M in enumerate(Ms_one_halo): + pmodel = self._profile_model(M, z, self.cosmo, + *self._one_halo_args, + **self._one_halo_kwargs) + profiles[Mi] = pmodel.pressure(rs) + + # Perform the weighted integral + # \int dx f(x) = \int d(lnx) x f(x) + weighted_profiles = np.zeros_like(rs, dtype=np.double) + for ri, r in enumerate(rs): + igrnd = (Ms_halo_mass * self.hmf(Ms_halo_mass, z) + * self.hmb(Ms_halo_mass, z) + * profiles[:, ri]) + weighted_profiles[ri] = integrate_spline(lnMs_halo_mass, igrnd, + lnMs_halo_mass[0], + lnMs_halo_mass[-1]) + + return weighted_profiles + + # TODO make ks optional + def convolved_y_FT(self, thetas, da, z, ks, + Xh=0.76, + miscent_offset=None, + sigma_beam=PLANCK_SIGMA_PSF, + nr=1000, nM=1000, + limit=1000, + epsabs_2h=1e-25, + epsabs_re=1e-9, + epsrel=1e-3): + igrnds = self.two_halo_mass_integrand(ks, z, nr=nr, nM=nM, + limit=limit, + epsabs=epsabs_2h, + epsrel=epsrel) + Ps = self.P_lin(ks / (1 + z), z) + + # Due to the projection-slice thm, the 3D FT is the same as the + # 2D FT of a projection of the 3D distribution. + # Basically, we can skip a step by using the 3D FT of the 2halo as the + # 2D FT of the projected 2halo + y_conversion = _pressure_to_y * (2*Xh + 2) / (5*Xh + 3) + fourier_2h = y_conversion * igrnds * Ps + + # Transverse radii - convert theta (in arcmin) to physical radii + rs = da * (np.pi / 180) * (thetas / 60) + + # If a miscentering distance has been specified, apply it + if miscent_offset is not None: + fourier_2h *= sp.j0(miscent_offset * ks) + + # If a beam width has been specified, apply it + if sigma_beam is not None: + # Convert sigma from arcmin to physical units + sigma_phys = da * (np.pi / 180) * (sigma_beam / 60) + fourier_2h *= np.exp(-ks*ks*sigma_phys*sigma_phys/2) + + return inverse_circular_fourier_transform(rs, ks, fourier_2h, + limit=limit, + epsabs=epsabs_re, + epsrel=epsrel) / (1 + z) + + def convolved_y(self, thetas, da, z, rs_2h, ks, + Xh=0.76, + psf_sigma=PLANCK_SIGMA_PSF, + nsig=5, + nM=1000, limit=1000, + epsabs_2h=1e-25, + epsabs_abel=1e-23, + epsrel_abel=1e-3): + ''' + Computes the 2halo term as the projected-and-convolved Compton-y + parameter. + + Args: + thetas (array): The + da (float): Angular diameter distance at `z`. + z (float): Redshift to use. + rs_2h (array): The radii at which to compute the 3D 2-halo term. + (The projection is performed on an interpolation + table, this is the spacing of that interpolation + table.) + Units: :math:`Mpc` + ks (array): Wavenumbers to use for computing 3D 2h term. + Units: :math:`Mpc^{-1}`. + psf_sigma (float): The standard deviation of the Gaussian beam. The + default is the Planck beam, in arcmin. + nsig (float) + + Returns: + (array): The convolved y profile corresponding to `thetas`. + ''' + def image_func(thetas): + # Convert arcmin to physical transverse distance + rs_proj = thetas * (da / 60) * (np.pi / 180) + projection = self.projected(rs_proj, rs_2h, ks, z, + nM=nM, limit=limit, + epsabs_2h=epsabs_2h, + epsabs_abel=epsabs_abel, + epsrel_abel=epsrel_abel) + y_conversion = _pressure_to_y * (2*Xh + 2) / (5*Xh + 3) + return projection * y_conversion + return convolve_profile(image_func, thetas, + sigma=psf_sigma, nsig=nsig) diff --git a/docs/.gitignore b/docs/.gitignore new file mode 100644 index 0000000..8c6492c --- /dev/null +++ b/docs/.gitignore @@ -0,0 +1 @@ +api/ diff --git a/docs/api/cluster_toolkit.averaging.rst b/docs/api/cluster_toolkit.averaging.rst deleted file mode 100644 index 44a5c3d..0000000 --- a/docs/api/cluster_toolkit.averaging.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.averaging module -================================== - -.. automodule:: cluster_toolkit.averaging - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.bias.rst b/docs/api/cluster_toolkit.bias.rst deleted file mode 100644 index 3fab9ec..0000000 --- a/docs/api/cluster_toolkit.bias.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.bias module -============================= - -.. automodule:: cluster_toolkit.bias - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.boostfactors.rst b/docs/api/cluster_toolkit.boostfactors.rst deleted file mode 100644 index 502e037..0000000 --- a/docs/api/cluster_toolkit.boostfactors.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.boostfactors module -===================================== - -.. automodule:: cluster_toolkit.boostfactors - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.concentration.rst b/docs/api/cluster_toolkit.concentration.rst deleted file mode 100644 index 3823fd8..0000000 --- a/docs/api/cluster_toolkit.concentration.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.concentration module -====================================== - -.. automodule:: cluster_toolkit.concentration - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.deltasigma.rst b/docs/api/cluster_toolkit.deltasigma.rst deleted file mode 100644 index eff182d..0000000 --- a/docs/api/cluster_toolkit.deltasigma.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.deltasigma module -=================================== - -.. automodule:: cluster_toolkit.deltasigma - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.density.rst b/docs/api/cluster_toolkit.density.rst deleted file mode 100644 index d67e13c..0000000 --- a/docs/api/cluster_toolkit.density.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.density module -================================ - -.. automodule:: cluster_toolkit.density - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.exclusion.rst b/docs/api/cluster_toolkit.exclusion.rst deleted file mode 100644 index 8084006..0000000 --- a/docs/api/cluster_toolkit.exclusion.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.exclusion module -================================== - -.. automodule:: cluster_toolkit.exclusion - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.massfunction.rst b/docs/api/cluster_toolkit.massfunction.rst deleted file mode 100644 index a957f3c..0000000 --- a/docs/api/cluster_toolkit.massfunction.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.massfunction module -===================================== - -.. automodule:: cluster_toolkit.massfunction - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.miscentering.rst b/docs/api/cluster_toolkit.miscentering.rst deleted file mode 100644 index 40934a7..0000000 --- a/docs/api/cluster_toolkit.miscentering.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.miscentering module -===================================== - -.. automodule:: cluster_toolkit.miscentering - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.peak_height.rst b/docs/api/cluster_toolkit.peak_height.rst deleted file mode 100644 index cc02093..0000000 --- a/docs/api/cluster_toolkit.peak_height.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.peak\_height module -===================================== - -.. automodule:: cluster_toolkit.peak_height - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.profile_derivatives.rst b/docs/api/cluster_toolkit.profile_derivatives.rst deleted file mode 100644 index ea089f0..0000000 --- a/docs/api/cluster_toolkit.profile_derivatives.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.profile\_derivatives module -============================================= - -.. automodule:: cluster_toolkit.profile_derivatives - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.rst b/docs/api/cluster_toolkit.rst deleted file mode 100644 index effd8a3..0000000 --- a/docs/api/cluster_toolkit.rst +++ /dev/null @@ -1,28 +0,0 @@ -cluster\_toolkit package -======================== - -Submodules ----------- - -.. toctree:: - - cluster_toolkit.averaging - cluster_toolkit.bias - cluster_toolkit.boostfactors - cluster_toolkit.concentration - cluster_toolkit.deltasigma - cluster_toolkit.density - cluster_toolkit.exclusion - cluster_toolkit.massfunction - cluster_toolkit.miscentering - cluster_toolkit.peak_height - cluster_toolkit.profile_derivatives - cluster_toolkit.xi - -Module contents ---------------- - -.. automodule:: cluster_toolkit - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/cluster_toolkit.xi.rst b/docs/api/cluster_toolkit.xi.rst deleted file mode 100644 index ed05d9c..0000000 --- a/docs/api/cluster_toolkit.xi.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster\_toolkit\.xi module -=========================== - -.. automodule:: cluster_toolkit.xi - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/api/modules.rst b/docs/api/modules.rst deleted file mode 100644 index 7d60a07..0000000 --- a/docs/api/modules.rst +++ /dev/null @@ -1,7 +0,0 @@ -cluster_toolkit -=============== - -.. toctree:: - :maxdepth: 4 - - cluster_toolkit diff --git a/docs/index.rst b/docs/index.rst index eb6ee7f..298bd47 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -29,6 +29,7 @@ The source code is publically available at https://github.com/tmcclintock/cluste source/installation source/density_profiles + source/pressure_profiles source/correlation_functions source/halo_bias source/projected_density_profiles diff --git a/docs/source/pressure_profiles.rst b/docs/source/pressure_profiles.rst new file mode 100644 index 0000000..7c62f6b --- /dev/null +++ b/docs/source/pressure_profiles.rst @@ -0,0 +1,44 @@ +****************************** +Pressure Profiles +****************************** + +This module contains routines for calcalating the Battaglia 2012 (`ads `_, hereafter BBPS) pressure profile. + +Battaglia Profile +================== + +The Battaglia profile (BBPS equation 10) is a 3D pressure profile given by: + +.. math:: + P_{\rm BBPS}(r) = P_{\Delta} P_0 \Big(\frac{r}{r_{\Delta} \cdot x_c}\Big)^\gamma \Big[1 + \Big(\frac{r}{r_{\Delta} \cdot x_c}\Big)^\alpha\Big]^{-\beta} + +The free parameters are :math:`P_0, \gamma, x_c, \alpha`, and :math:`\beta`. The thermal pressure :math:`P_{200}` and the radius :math:`r_{\Delta}` are cosmology- and mass-dependent parameters given in BBPS. Due to a strong degeneracy between the parameters, BBPS fixed math:`\alpha = 1` and :math:`\gamma = -0.3`. + +The BBPS profile is implemented in :class:`cluster_toolkit.pressure.BBPSProfile`. +It can compute 3D profiles (:meth:`cluster_toolkit.pressure.BBPSProfile.pressure`), +projected profiles (:meth:`cluster_toolkit.pressure.BBPSProfile.projected_pressure`), +and the projected Compton-y parameter (:meth:`cluster_toolkit.pressure.BBPSProfile.compton_y`). + +.. note:: + The pressure profiles can use :math:`\Delta\neq 200`. Note, however, that the BBPS best fit was calibrated for :math:`\Delta = 200`. + +To use this, you would do: + +.. code:: + + from cluster_toolkit.pressure import BBPSProfile + # Mass in Msun + mass, redshift = 1e14, 0.3 + # Plausible cosmology. Used in P_\Delta calculation + Omega_b, Omega_m = 0.044, 0.3 + + # Make our halo + halo = BBPSProfile(mass, redshift, Omega_b, Omega_m) + + # Radii is Mpc + radius = np.linspace(0.1, 5, 10) + P_bbps = halo.projected_pressure(radii) + + # If we want we can update its mass and redshift + halo.update_halo(5e14, 0.1) + P_bbps = halo.projected_pressure(radii) diff --git a/include/C_error.h b/include/C_error.h new file mode 100644 index 0000000..69e7878 --- /dev/null +++ b/include/C_error.h @@ -0,0 +1 @@ +void *gsl_set_error_handler_off (void); diff --git a/include/C_pressure_profile.h b/include/C_pressure_profile.h new file mode 100644 index 0000000..a95115f --- /dev/null +++ b/include/C_pressure_profile.h @@ -0,0 +1,9 @@ +void P_BBPS(double *P_out, const double *r, unsigned Nr, double M_delta, double z, double omega_b, double omega_m, double h, double P_0, double x_c, double beta, double alpha, double gamma, double delta); +int projected_P_BBPS(double *P_out, double *P_err_out, const double *r, unsigned Nr, double M_delta, double z, double omega_b, double omega_m, double h, double P_0, double x_c, double beta, double alpha, double gamma, double delta, unsigned limit, double epsabs, double epsrel); +int fourier_P_BBPS(double *up_out, double *up_err_out, const double *ks, unsigned Nk, double M_delta, double z, double omega_b, double omega_m, double h, double P_0, double x_c, double beta, double alpha, double gamma, double delta, unsigned limit, double epsabs, double epsrel); +int inverse_spherical_fourier_transform(double *out, double *out_err, const double *rs, unsigned Nr, const double *ks, const double *Fs, unsigned Nk, unsigned limit, double epsabs, double epsrel); +int forward_spherical_fourier_transform(double *out, double *out_err, const double *ks, unsigned Nk, const double *rs, const double *fs, unsigned Nr, unsigned limit, double epsabs, double epsrel); +int inverse_circular_fourier_transform(double *out, double *out_err, const double *rs, unsigned Nr, const double *ks, const double *Fs, unsigned Nk, unsigned limit, double epsabs, double epsrel); +int forward_circular_fourier_transform(double *out, double *out_err, const double *ks, unsigned Nk, const double *rs, const double *fs, unsigned Nr, unsigned limit, double epsabs, double epsrel); +int integrate_spline(const double *xs, const double *ys, unsigned Ny, double a, double b, double *result); +int abel_transform_interp(double *out, double *out_err, const double *r_grid, const double *f_r, unsigned Nr_grid, const double *rs, unsigned Nr, unsigned limit, double epsabs, double epsrel); diff --git a/setup.py b/setup.py index 3fc900c..fddc98b 100644 --- a/setup.py +++ b/setup.py @@ -9,6 +9,8 @@ headers = glob.glob(os.path.join('include','*.h')) try: cflags = subprocess.check_output(['gsl-config', '--cflags'], universal_newlines=True).split() + # TODO make this robust to compiler + cflags.append('-std=gnu99') lflags = subprocess.check_output(['gsl-config', '--libs'], universal_newlines=True).split() except OSError: raise Exception("Error: must have GSL installed and gsl-config working") @@ -29,14 +31,14 @@ packages=['cluster_toolkit'], package_data={'cluster_toolkit' : headers }, ext_modules=[ext], - install_requires=['cffi','numpy'], + install_requires=['astropy', 'cffi', 'numpy'], setup_requires=['pytest_runner'], tests_require=['pytest'] ) -#setup.py doesn't put the .so file in the cluster_toolkit directory, +#setup.py doesn't put the .so file in the cluster_toolkit directory, #so this bit makes it possible to -#import cluster_toolkit from the root directory. +#import cluster_toolkit from the root directory. #Not really advisable, but everyone does it at some #point, so might as well facilitate it. build_lib = glob.glob(os.path.join('build','*','cluster_toolkit','_cluster_toolkit*.so')) diff --git a/src/C_deltasigma.c b/src/C_deltasigma.c index e8147d0..14efc66 100644 --- a/src/C_deltasigma.c +++ b/src/C_deltasigma.c @@ -135,7 +135,6 @@ double integrand_large_scales(double lRz, void*params){ * Note: all distances are comoving. */ int Sigma_at_R_arr(double*R, int NR, double*Rxi, double*xi, int Nxi, double M, double conc, int delta, double om, double*Sigma){ - gsl_set_error_handler_off(); double rhom = om*rhocrit*1e-12; //SM h^2/pc^2/Mpc; integral is over Mpc/h double Rxi0 = Rxi[0]; double Rxi_max = Rxi[Nxi-1]; diff --git a/src/C_pressure_profile.c b/src/C_pressure_profile.c new file mode 100644 index 0000000..4e6b0f2 --- /dev/null +++ b/src/C_pressure_profile.c @@ -0,0 +1,741 @@ +#include +#include +#include +#include +#include + +#include "C_pressure_profile.h" + +// G in Mpc^3 Msun^{-1} s^{-2} +// (source: astropy's constants module and unit conversions) +#define G (4.51710305e-48) + +// Constant used to convert from integrated pressure to the Compton y-param. +// \sigma_T / (m_e c^2) in Msun^{-1} s^2 +// (source: astropy's constants module and unit conversions) +#define P_TO_Y (1.61574202e+15) + +// Critical density of the universe. +// The constant is 3 * (100 km / s / Mpc)**2 / (8 * pi * G) +// in units of Msun h^2 Mpc^{-3} +// (source: astropy's constants module and unit conversions) +#define RHO_CRIT (2.77536627e+11) + + +struct interp_integrand_args { + gsl_interp *F; + const double *xs; + const double *ys; + int retcode; +}; + +static double interp_integrand(double x, void *params); +static int interp_integrand_args_alloc(struct interp_integrand_args *args, + const double *xs, const double *ys, + unsigned N); +static int interp_integrand_args_free(struct interp_integrand_args *); + +// Computes the (unnormalized) Fourier transform of a spherically symmetric +// function f_r at a set of wavenumbers ks. +static int +spherical_fourier_transform(double *out, double *out_err, + const double *ks, unsigned Nk, + gsl_function *f_r, + unsigned limit, double epsabs, double epsrel); + +// Computes the (unnormalized) Fourier transform of a circularly symmetric +// function f_r at a set of wavenumbers ks. +static int +circular_fourier_transform(double *out, double *out_err, + const double *ks, unsigned Nk, + gsl_function *f_r, + unsigned limit, double epsabs, double epsrel); + +// Computes the line-of-sight projection of a spherically symmetric function +// f_r at a set of transverse radii rs. +static int +abel_transform(double *out, double *out_err, + const double *rs, unsigned Nr, + gsl_function *f_r, + unsigned limit, double epsabs, double epsrel); + +// Computes the critical density of the universe, in units of +// RHO_CRIT. Assumes a flat (omega_k == 0) universe. +static double +rho_crit_z(double z, double omega_m, double h) +{ + const double omega_lambda = 1.0 - omega_m, + inv_a = 1.0 + z; + return RHO_CRIT * h*h *((omega_m * inv_a * inv_a * inv_a) + + omega_lambda); +} + +// Calculated the virial radius of a halo of mass M_delta, of overdensity +// delta, at a given redshift, in a universe of a given omega_m. +// +// Units: Mpc h^{-2/3} +static double +R_delta(double M_delta, double z, double omega_m, double h, double delta) +{ + const double volume = M_delta / (delta * rho_crit_z(z, omega_m, h)); + return pow(3.0 * volume / (4.0 * M_PI), 1.0/3.0); +} + +double +P_delta(double M_delta, double z, double omega_b, double omega_m, double h, double delta) +{ + return G * M_delta * delta * rho_crit_z(z, omega_m, h) + * (omega_b / omega_m) / (2 * R_delta(M_delta, z, omega_m, h, delta)); +} + +void +P_BBPS(double *P_out, + const double *r, unsigned Nr, + double M_delta, double z, + // Cosmological parameters + double omega_b, double omega_m, double h, + // Fit parameters + double P_0, double x_c, double beta, + double alpha, double gamma, + // Halo definition + double delta) +{ + const double R_del = R_delta(M_delta, z, omega_m, h, delta), + P_amp = P_delta(M_delta, z, omega_b, omega_m, h, delta); + + for (unsigned i = 0; i < Nr; i++) { + const double x = r[i] / R_del; + P_out[i] = P_amp * P_0 * pow(x / x_c, gamma) + * pow(1.0 + pow(x / x_c, alpha), -beta); + } +} + +int +projected_P_BBPS(double *P_out, double *P_err_out, + // Inputs - array of radii, number of radii, mass and redshift + const double *r, unsigned Nr, double M_delta, double z, + // Cosmological parameters + double omega_b, double omega_m, double h, + // Fit parameters + double P_0, double x_c, double beta, + double alpha, double gamma, + // Halo definition + double delta, + // Integration param + unsigned limit, + double epsabs, double epsrel) +{ + double + integrand(double chi, void *params) + { + double P = 0.0; + P_BBPS(&P, + &chi, 1, + M_delta, z, + omega_b, omega_m, h, + P_0, x_c, beta, + alpha, gamma, + delta); + return P; + } + + gsl_function fn; + fn.params = NULL; + fn.function = integrand; + + int rc = abel_transform(P_out, P_err_out, + r, Nr, + &fn, + limit, epsabs, epsrel); + + if (rc != GSL_SUCCESS) + return rc; + + for (unsigned i = 0; i < Nr; i++) { + P_out[i] /= 1 + z; + if (P_err_out) + P_err_out[i] /= 1 + z; + } + + return rc; +} + + +// Computes the 3D fourier transform of the BBPS pressure profile, at a +// series of wavenumbers `k`. +int +fourier_P_BBPS(double *up_out, double *up_err_out, + const double *ks, unsigned Nk, + double M_delta, + double z, double omega_b, double omega_m, double h, + double P_0, double x_c, double beta, + double alpha, double gamma, double delta, + unsigned limit, double epsabs, double epsrel) +{ + double + integrand(double r, void *params) + { + double P = 0.0; + P_BBPS(&P, &r, 1, + M_delta, z, + omega_b, omega_m, h, + P_0, x_c, beta, + alpha, gamma, + delta); + return P; + } + + gsl_function f_r; + f_r.params = NULL; + f_r.function = integrand; + + int rc = spherical_fourier_transform(up_out, up_err_out, ks, Nk, + &f_r, + limit, epsabs / (4 * M_PI), epsrel); + + if (rc != GSL_SUCCESS) + return rc; + + // Apply normalization for forward Fourier transform + // (See comment above spherical_fourier_transform) + for (unsigned i = 0; i < Nk; i++) { + up_out[i] *= 4 * M_PI; + if (up_err_out) + up_err_out[i] *= 4 * M_PI; + } + + return rc; +} + + +/// Performs an inverse fourier-transform on the function F(k) +/// specified in the table of ks and Fs +int +inverse_spherical_fourier_transform(double *out, double *out_err, + const double *rs, unsigned Nr, + const double *ks, const double *Fs, unsigned Nk, + unsigned limit, double epsabs, double epsrel) +{ + struct interp_integrand_args args; + int rc = interp_integrand_args_alloc(&args, ks, Fs, Nk); + if (rc != GSL_SUCCESS) + return rc; + + gsl_function f_k; + f_k.params = &args; + f_k.function = interp_integrand; + + rc = spherical_fourier_transform(out, out_err, + rs, Nr, + &f_k, + limit, epsabs * 2 * M_PI * M_PI, epsrel); + + // Handle errors in integrand (as opposed to integrator) + if (args.retcode != GSL_SUCCESS) + rc = args.retcode; + + if (rc == GSL_SUCCESS) { + // Apply normalization for reverse Fourier transform + // (See comment above spherical_fourier_transform) + for (unsigned i = 0; i < Nr; i++) { + out[i] /= 2 * M_PI * M_PI; + if (out_err) + out_err[i] /= 2 * M_PI * M_PI; + } + } + + interp_integrand_args_free(&args); + return rc; +} + + +/// Performs a forward fourier-transform on the function f(r) +/// specified in the table of rs and fs +int +forward_spherical_fourier_transform(double *out, double *out_err, + const double *ks, unsigned Nk, + const double *rs, const double *fs, unsigned Nr, + unsigned limit, double epsabs, double epsrel) +{ + struct interp_integrand_args args; + int rc = interp_integrand_args_alloc(&args, rs, fs, Nr); + if (rc != GSL_SUCCESS) + return rc; + + gsl_function f_r; + f_r.params = &args; + f_r.function = interp_integrand; + + rc = spherical_fourier_transform(out, out_err, + ks, Nk, + &f_r, + limit, epsabs / (4 * M_PI), epsrel); + + // Handle integrand error + if (args.retcode != GSL_SUCCESS) + rc = args.retcode; + + if (rc == GSL_SUCCESS) { + // Apply normalization for reverse Fourier transform + // (See comment above spherical_fourier_transform) + for (unsigned i = 0; i < Nk; i++) { + out[i] *= 4 * M_PI; + if (out_err) + out_err[i] *= 4 * M_PI; + } + } + + interp_integrand_args_free(&args); + return rc; +} + + +/// Performs a (2D) inverse fourier-transform on the function F(k) +/// specified in the table of ks and Fs +int +inverse_circular_fourier_transform(double *out, double *out_err, + const double *rs, unsigned Nr, + const double *ks, const double *Fs, unsigned Nk, + unsigned limit, double epsabs, double epsrel) +{ + struct interp_integrand_args args; + int rc = interp_integrand_args_alloc(&args, ks, Fs, Nk); + if (rc != GSL_SUCCESS) + return rc; + + gsl_function f_k; + f_k.params = &args; + f_k.function = interp_integrand; + + rc = circular_fourier_transform(out, out_err, + rs, Nr, + &f_k, + limit, epsabs * 2 * M_PI, epsrel); + + // Handle errors in integrand (as opposed to integrator) + if (args.retcode != GSL_SUCCESS) + rc = args.retcode; + + if (rc == GSL_SUCCESS) { + // Apply normalization for reverse Fourier transform + // (See comment above spherical_fourier_transform) + for (unsigned i = 0; i < Nr; i++) { + out[i] /= 2 * M_PI; + if (out_err) + out_err[i] /= 2 * M_PI; + } + } + + interp_integrand_args_free(&args); + return rc; +} + + +/// Performs a forward (2D) fourier-transform on the function f(r) +/// specified in the table of rs and fs +int +forward_circular_fourier_transform(double *out, double *out_err, + const double *ks, unsigned Nk, + const double *rs, const double *fs, unsigned Nr, + unsigned limit, double epsabs, double epsrel) +{ + struct interp_integrand_args args; + int rc = interp_integrand_args_alloc(&args, rs, fs, Nr); + if (rc != GSL_SUCCESS) + return rc; + + gsl_function f_r; + f_r.params = &args; + f_r.function = interp_integrand; + + rc = circular_fourier_transform(out, out_err, + ks, Nk, + &f_r, + limit, + epsabs / (2 * M_PI), + epsrel); + + // Handle errors in integrand (as opposed to integrator) + if (args.retcode != GSL_SUCCESS) + rc = args.retcode; + + if (rc == GSL_SUCCESS) { + // Apply normalization for reverse Fourier transform + // (See comment above spherical_fourier_transform) + for (unsigned i = 0; i < Nk; i++) { + out[i] *= 2 * M_PI; + if (out_err) + out_err[i] *= 2 * M_PI; + } + } + + interp_integrand_args_free(&args); + return rc; +} + +int +integrate_spline(const double *xs, const double *ys, unsigned Ny, + double a, double b, + double *result) +{ + gsl_interp *F_interp = gsl_interp_alloc(gsl_interp_cspline, Ny); + if (!F_interp) + return GSL_ENOMEM; + + int rc = gsl_interp_init(F_interp, xs, ys, Ny); + if (rc != GSL_SUCCESS) + return rc; + + return gsl_interp_eval_integ_e(F_interp, xs, ys, a, b, NULL, result); +} + + +// Computes the Abel transform (LOS projection) of a function defined on the +// grid (r_grid, f_r), at a series of transverse points (rs, Nr). +int +abel_transform_interp(double *out, double *out_err, + const double *r_grid, const double *f_r, unsigned Nr_grid, + const double *rs, unsigned Nr, + unsigned limit, double epsabs, double epsrel) +{ + gsl_interp *F_interp = gsl_interp_alloc(gsl_interp_cspline, Nr_grid); + + if (!F_interp) + return GSL_ENOMEM; + + int rc = gsl_interp_init(F_interp, r_grid, f_r, Nr_grid); + if (rc != GSL_SUCCESS) + return rc; + + double integrand(double r, void *params) { + if (r < r_grid[0]) + return f_r[0]; + + if (r > r_grid[Nr_grid - 1]) + return 0.0; + + return gsl_interp_eval(F_interp, r_grid, f_r, r, NULL); + } + + gsl_function fn; + fn.params = NULL; + fn.function = integrand; + + return abel_transform(out, out_err, + rs, Nr, + &fn, + limit, epsabs, epsrel); +} + + +/// Computes the Fourier transform of a spherically symmetric distribution by: +/// +/// F(k) = \int_0^\infty dr 4pi r^2 j_0(kr) f(r) +/// = \int_0^\infty dr 4pi r^2 (sin(kr)/kr) f(r) +/// = 4pi / k \int_0^\infty dr r sin(kr) f(r) +/// +/// With no normalization factor (so, to compute F(k), multiply by 4pi). The +/// inverse of this is: +/// +/// f(r) = \int_0^\infty dk/(2pi^2) k^2 j_0(kr) F(k) +/// = \int_0^\infty dk/(2pi^2) k^2 (sin(kr)/kr) F(k) +/// = 1 / (2 pi^2 r) \int_0^\infty dk k sin(kr) F(k) +/// +/// So, to compute f(r) from F(k), use this function then divide by 2 pi^2. +static int +spherical_fourier_transform(double *out, double *out_err, + const double *ks, unsigned Nk, + gsl_function *f_r, + unsigned limit, double epsabs, double epsrel) +{ + if ((out == NULL) || (ks == NULL)) + return GSL_FAILURE; + + gsl_set_error_handler_off(); + // Allocate our needed workspaces + gsl_integration_workspace *wkspc = gsl_integration_workspace_alloc(limit); + + // We also need a "cycle workspace" for the QAWF algorithm + gsl_integration_workspace *cycle = gsl_integration_workspace_alloc(limit); + + // L is ignored by the function `gsl_integration_qawf`. So make it 1 full cycle for now. + gsl_integration_qawo_table *tbl = + gsl_integration_qawo_table_alloc(ks[0], 2 * M_PI / ks[0], GSL_INTEG_SINE, limit); + if (!wkspc || !cycle || !tbl) + return GSL_ENOMEM; + + // Our integrand is (f(r) * r / k) + double + integrand(double r, void *params) + { + const double k = *((const double *) params); + const double f = GSL_FN_EVAL(f_r, r); + return f * r / k; + } + + gsl_function fn; + fn.params = NULL; + fn.function = integrand; + + // -- On Error Bounds -- // + // QAWF only does absolute error bounds, not relative error. However, + // relative errors are useful for us! So we will ~approximate~ + // `epsrel` behavior by assuming that f(k) changes slowly, and taking + // this_epsabs = max(f(last_k) * epsrel, epsabs) as epsabs at every cycle. + double last_result = epsabs / epsrel; + int retcode = GSL_SUCCESS; + for (unsigned i = 0; i < Nk; i++) { + double this_k = ks[i]; + fn.params = &this_k; + double result = 0.0, err = 0.0; + // See On Error Bounds, above + double this_epsabs = (last_result*epsrel < epsabs) ? epsabs : last_result*epsrel; + + // Update table for new iteration speed `k`. Again, L is ignored, so we + // make it 1 full cycle for simplicity. + retcode = gsl_integration_qawo_table_set(tbl, this_k, 2 * M_PI / this_k, GSL_INTEG_SINE); + if (retcode != GSL_SUCCESS) + break; + + // The qawf function performs a Fourier transform + retcode = gsl_integration_qawf(&fn, + // Integrate from 0 + 0.0, + // Algorithm precision parameters + this_epsabs, limit, + // Workspace & table for sinusoid integration + wkspc, cycle, tbl, + // Results + &result, &err); + + // Handle any errors + if (retcode != GSL_SUCCESS) + break; + + out[i] = last_result = result; + if (out_err) + out_err[i] = err; + } + + // Clean up + gsl_integration_qawo_table_free(tbl); + gsl_integration_workspace_free(cycle); + gsl_integration_workspace_free(wkspc); + return retcode; +} + + +/// Computes the Fourier transform of a circularly symmetric distribution by: +/// +/// F(k) = \int_0^\infty dr 2pi r J_0(kr) f(r) +/// +/// Where J_0 is the Bessel function of the first kind. +/// With no normalization factor (so, to compute F(k), multiply by 2pi). The +/// inverse of this is: +/// +/// f(r) = \int_0^\infty dk/(2pi) k J_0(kr) F(k) +/// +/// So, to compute f(r) from F(k), use this function then divide by 2 pi^2. +static int +circular_fourier_transform(double *out, double *out_err, + const double *ks, unsigned Nk, + gsl_function *f_r, + unsigned limit, double epsabs, double epsrel) +{ + if ((out == NULL) || (ks == NULL)) + return GSL_FAILURE; + + gsl_set_error_handler_off(); + // Allocate our needed workspaces + gsl_integration_workspace *wkspc = gsl_integration_workspace_alloc(limit); + + if (!wkspc) + return GSL_ENOMEM; + + struct circular_ft_integrand_params { + double k; + gsl_function *f_r; + int retcode; + }; + + // Our integrand is (f(r) * r * J_0(kr)) + double + integrand(double r, void *params) + { + struct circular_ft_integrand_params *p = params; + + const double k = p->k; + gsl_function *f_r = p->f_r; + const double f = GSL_FN_EVAL(f_r, r); + + gsl_sf_result res; + int retcode = gsl_sf_bessel_J0_e(k * r, &res); + if (retcode != GSL_SUCCESS) { + p->retcode = retcode; + return 0.0; + } + + return f * r * res.val; + } + + gsl_function fn; + fn.params = NULL; + fn.function = integrand; + + int retcode = GSL_SUCCESS; + for (unsigned i = 0; i < Nk; i++) { + // Set params for this iteration + struct circular_ft_integrand_params params = { + .k = ks[i], + .f_r = f_r, + .retcode = GSL_SUCCESS + }; + fn.params = (void *) ¶ms; + + // The qawf function performs a Fourier transform + double result = 0.0, err = 0.0; + retcode = gsl_integration_qagiu(&fn, + // Integrate from 0 to +\inf + 0.0, + // Algorithm precision parameters + epsabs, epsrel, limit, + // Workspace & table for sinusoid integration + wkspc, + // Results + &result, &err); + + // Propogate any errors inside integrand + if (params.retcode != GSL_SUCCESS) + retcode = params.retcode; + + // Handle any errors + if (retcode != GSL_SUCCESS) + break; + + out[i] = result; + if (out_err) + out_err[i] = err; + } + + // Clean up + gsl_integration_workspace_free(wkspc); + return retcode; +} + +// Performs the Abel transform (LOS projection): +// +// F(r) = \int_{-\inf}^{\inf} dk f(\sqrt{r^2 + k^2}) +static int +abel_transform(double *out, double *out_err, + const double *rs, unsigned Nr, + gsl_function *f_r, + unsigned limit, double epsabs, double epsrel) +{ + if ((out == NULL) || (rs == NULL)) + return GSL_FAILURE; + + gsl_set_error_handler_off(); + // Allocate our needed workspaces + gsl_integration_workspace *wkspc = gsl_integration_workspace_alloc(limit); + if (!wkspc) + return GSL_ENOMEM; + + // Our integrand is (f(R = sqrt(r*r + k*k)) + double + integrand(double r, void *params) + { + const double chi = *((const double *) params), + this_dist = sqrt(chi*chi + r*r); + + return GSL_FN_EVAL(f_r, this_dist); + } + + gsl_function fn; + fn.params = NULL; + fn.function = integrand; + + int retcode = GSL_SUCCESS; + for (unsigned i = 0; i < Nr; i++) { + double this_r = rs[i]; + fn.params = &this_r; + + // Integrate on infinite range + double result = 0.0, err = 0.0; + retcode = gsl_integration_qagi(&fn, + epsabs, epsrel, limit, + wkspc, &result, &err); + + // Handle any errors + if (retcode != GSL_SUCCESS) + break; + + out[i] = result; + if (out_err) + out_err[i] = err; + } + + // Clean up + gsl_integration_workspace_free(wkspc); + return retcode; +} + +static double +interp_integrand(double x, void *params) +{ + struct interp_integrand_args *args = params; + if (args->retcode != GSL_SUCCESS) + return 0.0; + + double F = 0.0; + int retcode = gsl_interp_eval_e(args->F, args->xs, args->ys, + x, NULL, &F); + + // If we are *below* our x range, we use the leftmost y value, + // but if we are *above* our x range, we use 0.0. + // This is because this is used in a lot of infinite integrals (0 -> inf) + // which would diverge if nonzero at infinity, but have important behavior + // close to zero. + if (retcode == GSL_EDOM) { + if (x < args->xs[0]) + return args->ys[0]; + return 0.0; + } else if (retcode != GSL_SUCCESS) { + args->retcode = retcode; + return 0.0; + } + return F; +} + +static int +interp_integrand_args_alloc(struct interp_integrand_args *args, + const double *xs, const double *ys, + unsigned N) +{ + if (!args || !xs || !ys) + return -1; + + args->F = gsl_interp_alloc(gsl_interp_linear, N); + if (!args->F) + return GSL_ENOMEM; + + int rc = gsl_interp_init(args->F, xs, ys, N); + if (rc != GSL_SUCCESS) + return rc; + + args->xs = xs; + args->ys = ys; + args->retcode = GSL_SUCCESS; + + return GSL_SUCCESS; +} + +static int +interp_integrand_args_free(struct interp_integrand_args *args) +{ + if (!args) + return -1; + if (!args->F) + return -1; + gsl_interp_free(args->F); + return GSL_SUCCESS; +} diff --git a/tests/cosmology.py b/tests/cosmology.py new file mode 100644 index 0000000..9167d42 --- /dev/null +++ b/tests/cosmology.py @@ -0,0 +1,92 @@ +import numpy as np +import os +from scipy.interpolate import interp1d, interp2d + +try: + from colossus.halo import concentration, mass_defs + from colossus.cosmology import cosmology + have_colossus = True +except ImportError: + have_colossus = False + + +def convert_mass(m, z, mdef_in='200c', mdef_out='200m', + concentration_model='diemer19', profile='nfw'): + ''' + Converts between mass definitions. + ''' + if not have_colossus: + raise Exception('Colossus is necessary for mass definition changes') + c = concentration.concentration(m, mdef_in, z, + model=concentration_model, + conversion_profile=profile) + return mass_defs.changeMassDefinition(m, c, z, mdef_in, mdef_out, + profile=profile)[0] + + +def get_cosmology(n): + ''' + Loads computed data for a cosmology 1 <= n < 7. + ''' + dir_ = os.path.join(os.path.dirname(__file__), + 'data_for_testing', 'cosmology{}'.format(n)) + cosmo = {} + + # Load in parameters Omega_b, Omega_m + with open(os.path.join(dir_, 'cosmological_parameters/values.txt')) as f: + for line in f.readlines(): + name, val = line.split(' = ') + if name in ['omega_b', 'omega_m', 'h0', 'n_s', 'sigma_8']: + cosmo[name] = float(val) + if name == 'h0': + h0 = float(val) + if name == 'omega_m': + omega_m = float(val) + + # Set the colossus cosmology to this + # Note: this assumes a flat \Lambda CDM + if have_colossus: + params = {'Om0': omega_m, + 'Ob0': cosmo['omega_b'], + 'H0': 100 * h0, + 'sigma8': cosmo['sigma_8'], + 'ns': cosmo['n_s']} + cosmology.setCosmology('clusterToolkitText', params) + + def load_path(fname): + return np.loadtxt(os.path.join(dir_, fname)) + + # Load in table of comoving dist vs. redshift + cosmo['z_chi'] = load_path('distances/z.txt') + cosmo['chi'] = load_path('distances/d_m.txt') + cosmo['d_a'] = load_path('distances/d_a.txt') + cosmo['d_a_i'] = interp1d(cosmo['z_chi'], cosmo['d_a']) + + # Get halo mass function + # NB: mass definition is _MEAN MASS OVERDENSITY_, not _CRITICAL MASS + # OVERDENSITY_ + cosmo['hmf_z'] = load_path('mass_function/z.txt') + cosmo['hmf_m'] = load_path('mass_function/m_h.txt') * omega_m / h0 + cosmo['hmf_dndm'] = load_path('mass_function/dndlnmh.txt') * h0**3 + + # (Convert to dn/dm from dn/d(lnm)) + for i in range(cosmo['hmf_dndm'].shape[0]): + cosmo['hmf_dndm'][i, :] /= cosmo['hmf_m'] + cosmo['hmf_i'] = interp2d(cosmo['hmf_m'], cosmo['hmf_z'], cosmo['hmf_dndm']) + + # Get the halo mass bias + # As with HMF, NB: mass definition is _MEAN MASS OVERDENSITY_, not + # _CRITICAL MASS OVERDENSITY_ + cosmo['hmb_z'] = load_path('tinker_bias_function/z.txt') + cosmo['hmb_m'] = np.exp(load_path('tinker_bias_function/ln_mass_h.txt'))/h0 + cosmo['hmb_b'] = load_path('tinker_bias_function/bias.txt') + cosmo['hmb_i'] = interp2d(cosmo['hmb_m'], cosmo['hmb_z'], cosmo['hmb_b']) + + # Get the matter power spectrum + cosmo['P_lin_k'] = load_path('matter_power_lin/k_h.txt') * h0 + cosmo['P_lin_z'] = load_path('matter_power_lin/z.txt') + cosmo['P_lin'] = load_path('matter_power_lin/p_k.txt') / (h0**3) + cosmo['P_lin_i'] = interp2d(cosmo['P_lin_k'], cosmo['P_lin_z'], + cosmo['P_lin']) + + return cosmo diff --git 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2.35 +m_sigma = 0.2 +n_run = 0.0 +n_s = 0.96 +ombh2 = 0.02303 +omch2 = 0.11710999999999996 +omega_b = 0.047 +omega_c = 0.239 +omega_k = 0.0 +omega_lambda = 0.714 +omega_m = 0.286 +omega_nu = 0.0 +ommh2 = 0.14013999999999996 +omnuh2 = 0.0 +psf = 10.0 +r_t = 0.0 +sigma8_input = 0.82 +sigma_8 = 0.8222648428128174 +tau = 0.08 +w = -1.0 +wa = 0.0 +yhe = 0.23999999463558197 +z_hi = 0.25 +z_low = 0.2 diff --git a/tests/data_for_testing/cosmology0/distances/a.txt b/tests/data_for_testing/cosmology0/distances/a.txt new file mode 100644 index 0000000..5d71a6f --- /dev/null +++ b/tests/data_for_testing/cosmology0/distances/a.txt @@ -0,0 +1,402 @@ +# a +1.000000000000000000e+00 +9.900990099009900902e-01 +9.803921568627450567e-01 +9.708737864077670032e-01 +9.615384615384614531e-01 +9.523809523809523281e-01 +9.433962264150942412e-01 +9.345794392523364413e-01 +9.259259259259258190e-01 +9.174311926605503986e-01 +9.090909090909090606e-01 +9.009009009009008029e-01 +8.928571428571427937e-01 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+1.456895204872084378e+03 +1.455400937856359860e+03 diff --git a/tests/data_for_testing/cosmology0/distances/d_l.txt b/tests/data_for_testing/cosmology0/distances/d_l.txt new file mode 100644 index 0000000..a62cae7 --- /dev/null +++ b/tests/data_for_testing/cosmology0/distances/d_l.txt @@ -0,0 +1,403 @@ +# d_l +# unit = Mpc +0.000000000000000000e+00 +4.316089561207580516e+01 +8.698770317094501081e+01 +1.314736055508081733e+02 +1.766117932983399896e+02 +2.223954673717234698e+02 +2.688178418155754912e+02 +3.158721463693023566e+02 +3.635516290066780698e+02 +4.118495584046355020e+02 +4.607592263395241616e+02 +5.102739500092637854e+02 +5.603870742800777407e+02 +6.110919738566843762e+02 +6.623820553750357476e+02 +7.142507594168794185e+02 +7.666915624456648857e+02 +8.196979786634135507e+02 +8.732635617884557178e+02 +9.273819067540277956e+02 +9.820466513279372975e+02 +1.037251477653637039e+03 +1.092990113713208075e+03 +1.149256334712892567e+03 +1.206043964391940335e+03 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+#rs_zdrag unit = Mpc +theta_d = 0.15998621624350381 +#theta_d unit = 100 radian +theta_equality = 0.8260345095419771 +#theta_equality unit = 100 radian +theta_mc = 0.010425504268906765 +#theta_mc unit = radian +theta_rs_equality = 0.4555635530884929 +#theta_rs_equality unit = 100 radian +thetastar = 1.0427782376924515 +#thetastar unit = 100 radian +z_equality = 3348.899315826142 +zdrag = 1061.0389709472656 +zstar = 1088.6400961325191 diff --git a/tests/data_for_testing/cosmology0/distances/z.txt b/tests/data_for_testing/cosmology0/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology0/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 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b/tests/data_for_testing/cosmology0/growth_parameters/f_z.txt @@ -0,0 +1,11 @@ +# f_z +4.991400023063433666e-01 +5.572734466775751683e-01 +6.103742838836769824e-01 +6.580943037874040780e-01 +7.004296370086251500e-01 +7.376209034591307834e-01 +7.700606843388505540e-01 +7.982185672787952546e-01 +8.225866834372597136e-01 +8.436439373551138932e-01 diff --git a/tests/data_for_testing/cosmology0/growth_parameters/z.txt b/tests/data_for_testing/cosmology0/growth_parameters/z.txt new file mode 100644 index 0000000..c9b9659 --- /dev/null +++ b/tests/data_for_testing/cosmology0/growth_parameters/z.txt @@ -0,0 +1,11 @@ +# z +0.000000000000000000e+00 +1.000000000000000056e-01 +2.000000000000000111e-01 +3.000000000000000444e-01 +4.000000000000000222e-01 +5.000000000000000000e-01 +6.000000000000000888e-01 +7.000000000000000666e-01 +8.000000000000000444e-01 +9.000000000000000222e-01 diff --git a/tests/data_for_testing/cosmology0/linear_cdm_transfer/delta_cdm.txt 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4.184703125000000000e+03 2.325848632812500000e+03 1.285688842773437500e+03 7.072874755859375000e+02 3.874209289550781250e+02 2.113871154785156250e+02 1.149236450195312500e+02 6.226518249511718750e+01 3.361695098876953125e+01 1.807849311828613281e+01 diff --git a/tests/data_for_testing/cosmology0/linear_cdm_transfer/k_h.txt b/tests/data_for_testing/cosmology0/linear_cdm_transfer/k_h.txt new file mode 100644 index 0000000..1aa8f65 --- /dev/null +++ b/tests/data_for_testing/cosmology0/linear_cdm_transfer/k_h.txt @@ -0,0 +1,181 @@ +# k_h +1.008996059681521729e-05 +1.114045062422519550e-05 +1.230030829901807010e-05 +1.358092231384944171e-05 +1.499486461398191750e-05 +1.655601408856455237e-05 +1.827969936130102724e-05 +2.018284249061252922e-05 +2.228412449767347425e-05 +2.460417817928828299e-05 +2.716577546379994601e-05 +2.999406933668069541e-05 +3.311682303319685161e-05 +3.656469198176637292e-05 +4.037152757518924773e-05 +4.457470276975072920e-05 +4.921547588310204446e-05 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+3.158209085464477539e+00 +4.407635688781738281e+00 +6.151350975036621094e+00 +8.584901809692382812e+00 +1.198119640350341797e+01 +1.672110557556152344e+01 +2.333618354797363281e+01 +3.256826782226562500e+01 +4.545267868041992188e+01 +6.343432235717773438e+01 +8.852973175048828125e+01 diff --git a/tests/data_for_testing/cosmology0/linear_cdm_transfer/values.txt b/tests/data_for_testing/cosmology0/linear_cdm_transfer/values.txt new file mode 100644 index 0000000..4e1dc89 --- /dev/null +++ b/tests/data_for_testing/cosmology0/linear_cdm_transfer/values.txt @@ -0,0 +1 @@ +_cosmosis_order_delta_cdm = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology0/linear_cdm_transfer/z.txt b/tests/data_for_testing/cosmology0/linear_cdm_transfer/z.txt new file mode 100644 index 0000000..67a3019 --- /dev/null +++ b/tests/data_for_testing/cosmology0/linear_cdm_transfer/z.txt @@ -0,0 +1,11 @@ +# z +0.000000000000000000e+00 +1.111111111111111049e-01 +2.222222222222222099e-01 +3.333333333333333148e-01 +4.444444444444444198e-01 +5.555555555555555802e-01 +6.666666666666666297e-01 +7.777777777777776791e-01 +8.888888888888888395e-01 +1.000000000000000000e+00 diff --git a/tests/data_for_testing/cosmology0/mass_cl/values.txt b/tests/data_for_testing/cosmology0/mass_cl/values.txt new file mode 100644 index 0000000..af0ec5f --- /dev/null +++ b/tests/data_for_testing/cosmology0/mass_cl/values.txt @@ -0,0 +1 @@ +nbin = 1 diff --git a/tests/data_for_testing/cosmology0/mass_function/dndlnmh.txt b/tests/data_for_testing/cosmology0/mass_function/dndlnmh.txt new file mode 100644 index 0000000..4036ef7 --- /dev/null +++ b/tests/data_for_testing/cosmology0/mass_function/dndlnmh.txt @@ -0,0 +1,11 @@ +# dndlnmh +-4.994882320944393541e+03 -1.715812298122496713e+03 3.699031622354891624e+02 1.598666066237400628e+03 2.228329311816359677e+03 2.454362416264663352e+03 2.422437033990950567e+03 2.239092662169883170e+03 1.980329519020335511e+03 1.698531738702648227e+03 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b/tests/data_for_testing/cosmology0/mass_function/z.txt new file mode 100644 index 0000000..67a3019 --- /dev/null +++ b/tests/data_for_testing/cosmology0/mass_function/z.txt @@ -0,0 +1,11 @@ +# z +0.000000000000000000e+00 +1.111111111111111049e-01 +2.222222222222222099e-01 +3.333333333333333148e-01 +4.444444444444444198e-01 +5.555555555555555802e-01 +6.666666666666666297e-01 +7.777777777777776791e-01 +8.888888888888888395e-01 +1.000000000000000000e+00 diff --git a/tests/data_for_testing/cosmology0/matter_power_lin/k_h.txt b/tests/data_for_testing/cosmology0/matter_power_lin/k_h.txt new file mode 100644 index 0000000..1aa8f65 --- /dev/null +++ b/tests/data_for_testing/cosmology0/matter_power_lin/k_h.txt @@ -0,0 +1,181 @@ +# k_h +1.008996059681521729e-05 +1.114045062422519550e-05 +1.230030829901807010e-05 +1.358092231384944171e-05 +1.499486461398191750e-05 +1.655601408856455237e-05 +1.827969936130102724e-05 +2.018284249061252922e-05 +2.228412449767347425e-05 +2.460417817928828299e-05 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1.665694465415751608e+02 1.618325912229803691e+02 1.572641592272110245e+02 1.528012410544321824e+02 1.484212580112649675e+02 1.441451699841871914e+02 1.400061320726127008e+02 1.360309582838239919e+02 1.322441141786334811e+02 1.286557697360492796e+02 1.252474193089591523e+02 1.219865580206754032e+02 1.188469499624909957e+02 1.158071174936374490e+02 8.044685867467011064e+01 3.816838318090052695e+01 1.765134498776891192e+01 7.986224916285290298e+00 3.545925170931951698e+00 1.548990668173012120e+00 6.671487049669633240e-01 2.838056561012039514e-01 1.194223107724297489e-01 4.976720897092812984e-02 2.055987354052068658e-02 8.426488312307685996e-03 3.427773551365414974e-03 1.383988965016252079e-03 5.542611331119936613e-04 2.197514932751099578e-04 diff --git a/tests/data_for_testing/cosmology0/matter_power_lin/values.txt b/tests/data_for_testing/cosmology0/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology0/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology0/matter_power_lin/z.txt b/tests/data_for_testing/cosmology0/matter_power_lin/z.txt new file mode 100644 index 0000000..67a3019 --- /dev/null +++ b/tests/data_for_testing/cosmology0/matter_power_lin/z.txt @@ -0,0 +1,11 @@ +# z +0.000000000000000000e+00 +1.111111111111111049e-01 +2.222222222222222099e-01 +3.333333333333333148e-01 +4.444444444444444198e-01 +5.555555555555555802e-01 +6.666666666666666297e-01 +7.777777777777776791e-01 +8.888888888888888395e-01 +1.000000000000000000e+00 diff --git a/tests/data_for_testing/cosmology0/sigma_r/r.txt b/tests/data_for_testing/cosmology0/sigma_r/r.txt new file mode 100644 index 0000000..9c0b507 --- /dev/null +++ b/tests/data_for_testing/cosmology0/sigma_r/r.txt @@ -0,0 +1,50 @@ +# r +1.000000000000000000e+00 +2.000000000000000000e+00 +3.000000000000000000e+00 +4.000000000000000000e+00 +5.000000000000000000e+00 +6.000000000000000000e+00 +7.000000000000000000e+00 +8.000000000000000000e+00 +9.000000000000000000e+00 +1.000000000000000000e+01 +1.100000000000000000e+01 +1.200000000000000000e+01 +1.300000000000000000e+01 +1.400000000000000000e+01 +1.500000000000000000e+01 +1.600000000000000000e+01 +1.700000000000000000e+01 +1.800000000000000000e+01 +1.900000000000000000e+01 +2.000000000000000000e+01 +2.100000000000000000e+01 +2.200000000000000000e+01 +2.300000000000000000e+01 +2.400000000000000000e+01 +2.500000000000000000e+01 +2.600000000000000000e+01 +2.700000000000000000e+01 +2.800000000000000000e+01 +2.900000000000000000e+01 +3.000000000000000000e+01 +3.100000000000000000e+01 +3.200000000000000000e+01 +3.300000000000000000e+01 +3.400000000000000000e+01 +3.500000000000000000e+01 +3.600000000000000000e+01 +3.700000000000000000e+01 +3.800000000000000000e+01 +3.900000000000000000e+01 +4.000000000000000000e+01 +4.100000000000000000e+01 +4.200000000000000000e+01 +4.300000000000000000e+01 +4.400000000000000000e+01 +4.500000000000000000e+01 +4.600000000000000000e+01 +4.700000000000000000e+01 +4.800000000000000000e+01 +4.900000000000000000e+01 diff --git a/tests/data_for_testing/cosmology0/sigma_r/sigma2.txt b/tests/data_for_testing/cosmology0/sigma_r/sigma2.txt new file mode 100644 index 0000000..bf7a985 --- /dev/null +++ b/tests/data_for_testing/cosmology0/sigma_r/sigma2.txt @@ -0,0 +1,50 @@ +# sigma2 +5.866828600020326689e+00 5.304980191508934517e+00 4.792530665515910115e+00 4.329775238034224927e+00 3.915057001158240180e+00 3.545236713296070263e+00 3.216507635650777797e+00 2.924780730410959428e+00 2.666003471444013506e+00 2.436355091649437199e+00 +3.224429803969851793e+00 2.915635848396568086e+00 2.633991626642824269e+00 2.379659497224336562e+00 2.151728825625894181e+00 1.948474213439710390e+00 1.767803510591768879e+00 1.607469326431542500e+00 1.465244308166510523e+00 1.339028797607697996e+00 +2.161745324533240975e+00 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1.149070770098714438e-02 diff --git a/tests/data_for_testing/cosmology0/sigma_r/values.txt b/tests/data_for_testing/cosmology0/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology0/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology0/sigma_r/z.txt b/tests/data_for_testing/cosmology0/sigma_r/z.txt new file mode 100644 index 0000000..c9b9659 --- /dev/null +++ b/tests/data_for_testing/cosmology0/sigma_r/z.txt @@ -0,0 +1,11 @@ +# z +0.000000000000000000e+00 +1.000000000000000056e-01 +2.000000000000000111e-01 +3.000000000000000444e-01 +4.000000000000000222e-01 +5.000000000000000000e-01 +6.000000000000000888e-01 +7.000000000000000666e-01 +8.000000000000000444e-01 +9.000000000000000222e-01 diff --git a/tests/data_for_testing/cosmology0/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology0/tinker_bias_function/bias.txt new file mode 100644 index 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+omega_b = 0.037 +omega_c = 0.14427372631 +omega_k = 0.0 +omega_lambda = 0.812481022 +omega_m = 0.187518978 +omega_nu = 0.00624525169 +ommh2 = 0.11157255403288005 +omnuh2 = 0.0037158835285005685 +r_t = 0.0 +sigma_8 = 0.9622142289072368 +sterile_neutrino = 0 +tau = 0.078 +w = -1.0 +wa = 0.0 +yhe = 0.23999999463558197 diff --git a/tests/data_for_testing/cosmology1/distances/a.txt b/tests/data_for_testing/cosmology1/distances/a.txt new file mode 100644 index 0000000..5d71a6f --- /dev/null +++ b/tests/data_for_testing/cosmology1/distances/a.txt @@ -0,0 +1,402 @@ +# a +1.000000000000000000e+00 +9.900990099009900902e-01 +9.803921568627450567e-01 +9.708737864077670032e-01 +9.615384615384614531e-01 +9.523809523809523281e-01 +9.433962264150942412e-01 +9.345794392523364413e-01 +9.259259259259258190e-01 +9.174311926605503986e-01 +9.090909090909090606e-01 +9.009009009009008029e-01 +8.928571428571427937e-01 +8.849557522123894238e-01 +8.771929824561403022e-01 +8.695652173913044347e-01 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a/tests/data_for_testing/cosmology1/distances/d_l.txt b/tests/data_for_testing/cosmology1/distances/d_l.txt new file mode 100644 index 0000000..1b3ec8d --- /dev/null +++ b/tests/data_for_testing/cosmology1/distances/d_l.txt @@ -0,0 +1,403 @@ +# d_l +# unit = Mpc +0.000000000000000000e+00 +3.919793942036761791e+01 +7.905926555890872010e+01 +1.195793906177777046e+02 +1.607536999043290393e+02 +2.025775534202770700e+02 +2.450462874553431334e+02 +2.881552161834543995e+02 +3.318996332596174739e+02 +3.762748134155860384e+02 +4.212760140525145971e+02 +4.668984768287883753e+02 +5.131374292412864406e+02 +5.599880861983768909e+02 +6.074456515829726868e+02 +6.555053198040391180e+02 +7.041622773350094349e+02 +7.534117042375754636e+02 +8.032487756694318932e+02 +8.536686633745648578e+02 +9.046665371547592258e+02 +9.562375663210589209e+02 +1.008376921123959733e+03 +1.061079774161202295e+03 +1.114341301762069634e+03 +1.168156685347187022e+03 +1.222521112762858138e+03 +1.277429780328643801e+03 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0.9997694022037276 +#theta_equality unit = 100 radian +theta_mc = 0.010371059189762891 +#theta_mc unit = radian +theta_rs_equality = 0.545804895470465 +#theta_rs_equality unit = 100 radian +thetastar = 1.0376844880247644 +#thetastar unit = 100 radian +z_equality = 2577.2002763658224 +zdrag = 1056.3468933105469 +zstar = 1087.0193633840495 diff --git a/tests/data_for_testing/cosmology1/distances/z.txt b/tests/data_for_testing/cosmology1/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology1/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 +1.100000000000000006e-01 +1.199999999999999956e-01 +1.300000000000000044e-01 +1.400000000000000133e-01 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a/tests/data_for_testing/cosmology1/growth_parameters/f_z.txt b/tests/data_for_testing/cosmology1/growth_parameters/f_z.txt new file mode 100644 index 0000000..11122c4 --- /dev/null +++ b/tests/data_for_testing/cosmology1/growth_parameters/f_z.txt @@ -0,0 +1,22 @@ +# f_z +3.926102745939210603e-01 +4.198075794338697042e-01 +4.465533947590585306e-01 +4.727370330235286522e-01 +4.982624705388776221e-01 +5.230485722131594795e-01 +5.470289474826486309e-01 +5.701514751191538721e-01 +5.923775479070784167e-01 +6.136810959964437151e-01 +6.340474503785067384e-01 +6.534721061666766140e-01 +6.719594402211777062e-01 +6.895214302383791960e-01 +7.061764137848787204e-01 +7.219479167897144833e-01 +7.368635724101217921e-01 +7.509541434373510072e-01 +7.642526547912124046e-01 +7.767936372818797786e-01 +7.886124796861699870e-01 diff --git a/tests/data_for_testing/cosmology1/growth_parameters/z.txt b/tests/data_for_testing/cosmology1/growth_parameters/z.txt new file mode 100644 index 0000000..5fee31c --- /dev/null +++ b/tests/data_for_testing/cosmology1/growth_parameters/z.txt @@ -0,0 +1,22 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 +1.000000000000000000e+00 diff --git a/tests/data_for_testing/cosmology1/linear_cdm_transfer/delta_cdm.txt b/tests/data_for_testing/cosmology1/linear_cdm_transfer/delta_cdm.txt new file mode 100644 index 0000000..3961df8 --- /dev/null +++ b/tests/data_for_testing/cosmology1/linear_cdm_transfer/delta_cdm.txt @@ -0,0 +1,101 @@ +# delta_cdm +2.240238000000000000e+07 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/dev/null +++ b/tests/data_for_testing/cosmology1/linear_cdm_transfer/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 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mode 100644 index 0000000..de2b1b5 --- /dev/null +++ b/tests/data_for_testing/cosmology1/mass_function/values.txt @@ -0,0 +1 @@ +_cosmosis_order_dndlnrh = u'z_cosmosis_order_r_h' diff --git a/tests/data_for_testing/cosmology1/mass_function/z.txt b/tests/data_for_testing/cosmology1/mass_function/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology1/mass_function/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 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5.902570704771260353e+02 5.699565924287925327e+02 5.506547318567040747e+02 5.327860569403535465e+02 5.164571194486394461e+02 5.014574733714104013e+02 4.874135499713292461e+02 4.739506709475674597e+02 4.607830514292559769e+02 4.477516141588196206e+02 4.348620336487550730e+02 4.222632798843985711e+02 4.101310780115627495e+02 3.985903567434376669e+02 3.877036487278822392e+02 3.774484600495743507e+02 3.677139226744108669e+02 3.583671105062789479e+02 3.493070774368441107e+02 2.440010066595031901e+02 1.175856621617004549e+02 5.540277229409892357e+01 2.560434465649094804e+01 1.163553924723079014e+01 5.211025724103577339e+00 2.304118674245727583e+00 1.007397288863321139e+00 4.360784432308869585e-01 1.870927639552047439e-01 7.962177957157701158e-02 3.363141045250236938e-02 1.410227143326198314e-02 5.868571547943907639e-03 2.420638255881076874e-03 9.867512788736875016e-04 diff --git a/tests/data_for_testing/cosmology1/matter_power_lin/values.txt b/tests/data_for_testing/cosmology1/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology1/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology1/matter_power_lin/z.txt b/tests/data_for_testing/cosmology1/matter_power_lin/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology1/matter_power_lin/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 +2.777777777777777901e-01 +2.833333333333333259e-01 +2.888888888888889173e-01 +2.944444444444444531e-01 +2.999999999999999889e-01 +3.055555555555555802e-01 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+5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/k_h.txt b/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/k_h.txt new file mode 100644 index 0000000..300ea66 --- /dev/null +++ b/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/k_h.txt @@ -0,0 +1,180 @@ +# k_h +8.532216270396020263e-06 +9.421658432984258980e-06 +1.040382085193414241e-05 +1.148836872744141147e-05 +1.268597497983137146e-05 +1.400842666043899953e-05 +1.546873681945726275e-05 +1.708127820165827870e-05 +1.886191785160917789e-05 +2.082818173221312463e-05 +2.299941843375563622e-05 +2.539699562476016581e-05 +2.804450923576951027e-05 +3.096801083302125335e-05 +3.419627682887949049e-05 +3.776107405428774655e-05 +4.169747990090399981e-05 +4.604424248100258410e-05 +5.084412987343966961e-05 +5.614438123302534223e-05 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6.782375722714765516e+02 7.538417513261146041e+02 8.378675349630440223e+02 9.312509432334604753e+02 1.035031339842488705e+03 1.150362122425884081e+03 1.278523725637989401e+03 1.420936580479064787e+03 1.579175488755113520e+03 1.754986635813009343e+03 1.950303627769984359e+03 2.167267991005564454e+03 2.408247318921710303e+03 2.675858576668842034e+03 2.972989219065001180e+03 3.302821859625737488e+03 3.668859700884027461e+03 4.074947841460949348e+03 4.525302059940265281e+03 5.024528613591174690e+03 5.577648727635996693e+03 6.190116384115806795e+03 6.867829891606057572e+03 7.617141509371085704e+03 8.444853491285188284e+03 9.358193897926612408e+03 1.036477497585353558e+04 1.147253069172691539e+04 1.268958764051483195e+04 1.402413624266827537e+04 1.548420120205965759e+04 1.707746932643832406e+04 1.881088362510893785e+04 2.069028899694970096e+04 2.271998952689790167e+04 2.490224620618400877e+04 2.723679643527924782e+04 2.972036122645249270e+04 3.234617076236025605e+04 3.510347271993937466e+04 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diff --git a/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/values.txt b/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/z.txt b/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology1/matter_power_lin_cdm_baryon/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 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+4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology1/sigma_r/r.txt b/tests/data_for_testing/cosmology1/sigma_r/r.txt new file mode 100644 index 0000000..9c0b507 --- /dev/null +++ b/tests/data_for_testing/cosmology1/sigma_r/r.txt @@ -0,0 +1,50 @@ +# r +1.000000000000000000e+00 +2.000000000000000000e+00 +3.000000000000000000e+00 +4.000000000000000000e+00 +5.000000000000000000e+00 +6.000000000000000000e+00 +7.000000000000000000e+00 +8.000000000000000000e+00 +9.000000000000000000e+00 +1.000000000000000000e+01 +1.100000000000000000e+01 +1.200000000000000000e+01 +1.300000000000000000e+01 +1.400000000000000000e+01 +1.500000000000000000e+01 +1.600000000000000000e+01 +1.700000000000000000e+01 +1.800000000000000000e+01 +1.900000000000000000e+01 +2.000000000000000000e+01 +2.100000000000000000e+01 +2.200000000000000000e+01 +2.300000000000000000e+01 +2.400000000000000000e+01 +2.500000000000000000e+01 +2.600000000000000000e+01 +2.700000000000000000e+01 +2.800000000000000000e+01 +2.900000000000000000e+01 +3.000000000000000000e+01 +3.100000000000000000e+01 +3.200000000000000000e+01 +3.300000000000000000e+01 +3.400000000000000000e+01 +3.500000000000000000e+01 +3.600000000000000000e+01 +3.700000000000000000e+01 +3.800000000000000000e+01 +3.900000000000000000e+01 +4.000000000000000000e+01 +4.100000000000000000e+01 +4.200000000000000000e+01 +4.300000000000000000e+01 +4.400000000000000000e+01 +4.500000000000000000e+01 +4.600000000000000000e+01 +4.700000000000000000e+01 +4.800000000000000000e+01 +4.900000000000000000e+01 diff --git a/tests/data_for_testing/cosmology1/sigma_r/sigma2.txt b/tests/data_for_testing/cosmology1/sigma_r/sigma2.txt new file mode 100644 index 0000000..62ce6a3 --- /dev/null +++ b/tests/data_for_testing/cosmology1/sigma_r/sigma2.txt @@ -0,0 +1,50 @@ +# sigma2 +7.553399325512804019e+00 7.265556119189112039e+00 6.984114623698219226e+00 6.709875380827113212e+00 6.443483448060783658e+00 6.185439361373124001e+00 5.936115685719476787e+00 5.695755986552528682e+00 5.464507647716392746e+00 5.242423187512661897e+00 5.029474290187958552e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 4.825566612692358426e+00 +4.152846278339234587e+00 3.994471663400327444e+00 3.839627840321707453e+00 3.688754317070791267e+00 3.542205129452558054e+00 3.400255037121238999e+00 3.263108365531977917e+00 3.130898439459220750e+00 3.003705529449514078e+00 2.881557889375701453e+00 2.764439539777818311e+00 2.652297978683344049e+00 2.652297978683344049e+00 2.652297978683344049e+00 2.652297978683344049e+00 2.652297978683344049e+00 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3.091156517802240780e-02 3.091156517802240780e-02 3.091156517802240780e-02 3.091156517802240780e-02 3.091156517802240780e-02 3.091156517802240780e-02 3.091156517802240780e-02 3.091156517802240780e-02 diff --git a/tests/data_for_testing/cosmology1/sigma_r/values.txt b/tests/data_for_testing/cosmology1/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology1/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology1/sigma_r/z.txt b/tests/data_for_testing/cosmology1/sigma_r/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology1/sigma_r/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/cosmology1/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology1/tinker_bias_function/bias.txt new file mode 100644 index 0000000..35cf669 --- /dev/null +++ b/tests/data_for_testing/cosmology1/tinker_bias_function/bias.txt @@ -0,0 +1,21 @@ +# bias +7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 7.034223339144916043e-01 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+sterile_neutrino = 0 +tau = 0.078 +w = -1.0 +wa = 0.0 +yhe = 0.23999999463558197 diff --git a/tests/data_for_testing/cosmology2/distances/a.txt b/tests/data_for_testing/cosmology2/distances/a.txt new file mode 100644 index 0000000..5d71a6f --- /dev/null +++ b/tests/data_for_testing/cosmology2/distances/a.txt @@ -0,0 +1,402 @@ +# a +1.000000000000000000e+00 +9.900990099009900902e-01 +9.803921568627450567e-01 +9.708737864077670032e-01 +9.615384615384614531e-01 +9.523809523809523281e-01 +9.433962264150942412e-01 +9.345794392523364413e-01 +9.259259259259258190e-01 +9.174311926605503986e-01 +9.090909090909090606e-01 +9.009009009009008029e-01 +8.928571428571427937e-01 +8.849557522123894238e-01 +8.771929824561403022e-01 +8.695652173913044347e-01 +8.620689655172414367e-01 +8.547008547008547730e-01 +8.474576271186441412e-01 +8.403361344537815247e-01 +8.333333333333333703e-01 +8.264462809917355601e-01 +8.196721311475410054e-01 +8.130081300813007950e-01 +8.064516129032258673e-01 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b/tests/data_for_testing/cosmology2/distances/d_a.txt new file mode 100644 index 0000000..14d92b4 --- /dev/null +++ b/tests/data_for_testing/cosmology2/distances/d_a.txt @@ -0,0 +1,403 @@ +# d_a +# unit = Mpc +0.000000000000000000e+00 +4.932047369479556664e+01 +9.737939804690078915e+01 +1.442130813740569408e+02 +1.898565298530488690e+02 +2.343435075959319249e+02 +2.777065932648716284e+02 +3.199772334586317584e+02 +3.611857930863519641e+02 +4.013616029282097202e+02 +4.405330045678939541e+02 +4.787273928682430437e+02 +5.159712561489809559e+02 +5.522902142140063688e+02 +5.877090543651106600e+02 +6.222517655292716654e+02 +6.559415706176699814e+02 +6.888009572262573101e+02 +7.208517067800653422e+02 +7.521149222163234072e+02 +7.826110542949136288e+02 +8.123599266186256500e+02 +8.413807594400409471e+02 +8.696921923267010470e+02 +8.973123057513660115e+02 +9.242586416697282630e+02 +9.505482231437820246e+02 +9.761975730652196717e+02 +1.001222732029653912e+03 +1.025639275409149150e+03 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+4.790489357429525086e+01 diff --git a/tests/data_for_testing/cosmology2/distances/values.txt b/tests/data_for_testing/cosmology2/distances/values.txt new file mode 100644 index 0000000..ea15cef --- /dev/null +++ b/tests/data_for_testing/cosmology2/distances/values.txt @@ -0,0 +1,29 @@ +age = 14.466865274805986 +#age unit = Gyr +chistar = 14149.588178013719 +#chistar unit = Mpc +cmbshift = 1.7911005365825576 +da_star = 14.149588178013719 +#da_star unit = Gpc +k_d = 0.13267250685981963 +#k_d unit = 1/Mpc +k_equality = 0.010339636913140061 +#k_equality unit = 1/Mpc +nz = 401 +r_star = 146.76497377822784 +#r_star unit = Mpc +rs_zdrag = 151.18730903197448 +#rs_zdrag unit = Mpc +theta_d = 0.1673497768088073 +#theta_d unit = 100 radian +theta_equality = 0.8008491753982458 +#theta_equality unit = 100 radian +theta_mc = 0.010364239514512976 +#theta_mc unit = radian +theta_rs_equality = 0.4460461287254113 +#theta_rs_equality unit = 100 radian +thetastar = 1.0372384830696202 +#thetastar unit = 100 radian +z_equality = 3387.4255338098124 +zdrag = 1049.1752624511719 +zstar = 1096.9087248834333 diff --git a/tests/data_for_testing/cosmology2/distances/z.txt b/tests/data_for_testing/cosmology2/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology2/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 +1.100000000000000006e-01 +1.199999999999999956e-01 +1.300000000000000044e-01 +1.400000000000000133e-01 +1.499999999999999944e-01 +1.600000000000000033e-01 +1.700000000000000122e-01 +1.799999999999999933e-01 +1.900000000000000022e-01 +2.000000000000000111e-01 +2.099999999999999922e-01 +2.200000000000000011e-01 +2.300000000000000100e-01 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b/tests/data_for_testing/cosmology2/growth_parameters/d_z.txt new file mode 100644 index 0000000..0fc8ed5 --- /dev/null +++ b/tests/data_for_testing/cosmology2/growth_parameters/d_z.txt @@ -0,0 +1,22 @@ +# d_z +8.314017793272027168e-01 +8.067256264898943208e-01 +7.828424546981147536e-01 +7.597842311873417298e-01 +7.375686873593705339e-01 +7.162016482911101045e-01 +6.956791946437733687e-01 +6.759896134096795572e-01 +6.571151162995260142e-01 +6.390333219196836501e-01 +6.217185103172172544e-01 +6.051426665713024455e-01 +5.892763346993626916e-01 +5.740893050780475626e-01 +5.595511586315889963e-01 +5.456316898625527267e-01 +5.323012288983736129e-01 +5.195308804725935481e-01 +5.072926954093113228e-01 +4.955597878994890682e-01 +4.843064097471483920e-01 diff --git a/tests/data_for_testing/cosmology2/growth_parameters/f_z.txt b/tests/data_for_testing/cosmology2/growth_parameters/f_z.txt new file mode 100644 index 0000000..1b23c15 --- /dev/null +++ b/tests/data_for_testing/cosmology2/growth_parameters/f_z.txt @@ -0,0 +1,22 @@ +# f_z +6.027879074612283450e-01 +6.322004165961760958e-01 +6.597045557716320063e-01 +6.853153080572302880e-01 +7.090772428854963394e-01 +7.310574798381949124e-01 +7.513393530085721306e-01 +7.700169391475937264e-01 +7.871905050743982502e-01 +8.029628513762451236e-01 +8.174364785444188097e-01 +8.307114737659835324e-01 +8.428840059787178207e-01 +8.540453180768983188e-01 +8.642811137648661601e-01 +8.736712490030942302e-01 +8.822896518213800832e-01 +8.902044078986167674e-01 +8.974779618069741449e-01 +9.041673947417132595e-01 +9.103247487699769325e-01 diff --git a/tests/data_for_testing/cosmology2/growth_parameters/z.txt b/tests/data_for_testing/cosmology2/growth_parameters/z.txt new file mode 100644 index 0000000..5fee31c --- /dev/null +++ b/tests/data_for_testing/cosmology2/growth_parameters/z.txt @@ -0,0 +1,22 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 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b/tests/data_for_testing/cosmology2/linear_cdm_transfer/k_h.txt @@ -0,0 +1,177 @@ +# k_h +1.155082372861215845e-05 +1.275977501791203395e-05 +1.409526066709076986e-05 +1.557052382850088179e-05 +1.720019099593628198e-05 +1.900042661873158067e-05 +2.098908225889317691e-05 +2.318587758054491132e-05 +2.561259861977305263e-05 +2.829330696840770543e-05 +3.125458897557109594e-05 +3.452581222518347204e-05 +3.813940929831005633e-05 +4.213122156215831637e-05 +4.654083022614941001e-05 +5.141196743352338672e-05 +5.679293462890200317e-05 +6.273709004744887352e-05 +6.930338713573291898e-05 +7.655694207642227411e-05 +8.456967043457552791e-05 +9.342104749521240592e-05 +1.031988431350328028e-04 +1.140000167652033269e-04 +1.259316777577623725e-04 +1.391121477354317904e-04 +1.536721538286656141e-04 +1.697560510365292430e-04 +1.875233429018408060e-04 +2.071502240141853690e-04 +2.288313407916575670e-04 +2.527816686779260635e-04 +2.792387385852634907e-04 +3.084648924414068460e-04 +3.407499752938747406e-04 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+_cosmosis_order_delta_cdm = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology2/linear_cdm_transfer/z.txt b/tests/data_for_testing/cosmology2/linear_cdm_transfer/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology2/linear_cdm_transfer/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 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+3.500000000000000333e-01 +3.555555555555555691e-01 +3.611111111111111049e-01 +3.666666666666666963e-01 +3.722222222222222321e-01 +3.777777777777777679e-01 +3.833333333333333592e-01 +3.888888888888888951e-01 +3.944444444444444864e-01 +4.000000000000000222e-01 +4.055555555555555580e-01 +4.111111111111111494e-01 +4.166666666666666852e-01 +4.222222222222222210e-01 +4.277777777777778123e-01 +4.333333333333333481e-01 +4.388888888888888840e-01 +4.444444444444444753e-01 +4.500000000000000111e-01 +4.555555555555555469e-01 +4.611111111111111382e-01 +4.666666666666666741e-01 +4.722222222222222654e-01 +4.777777777777778012e-01 +4.833333333333333370e-01 +4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology2/mass_function/dndlnmh.txt b/tests/data_for_testing/cosmology2/mass_function/dndlnmh.txt new file mode 100644 index 0000000..9c9ea21 --- /dev/null +++ b/tests/data_for_testing/cosmology2/mass_function/dndlnmh.txt @@ -0,0 +1,101 @@ +# dndlnmh +-2.832085133932258032e+03 -4.110280069621377947e+02 1.128493356587920744e+03 2.035775823699592138e+03 2.501656794047213680e+03 2.670585557364829583e+03 2.650026054646104058e+03 2.518418660716057275e+03 2.331588828849961374e+03 2.127904919599501682e+03 1.932533913393918738e+03 1.760713254142173582e+03 1.620480137586496994e+03 1.514692528383026684e+03 1.442703908847401181e+03 1.401564955976745068e+03 1.386988989287617414e+03 1.394027939727620151e+03 1.417580078777285735e+03 1.452733593740464812e+03 1.494989271185286952e+03 1.540408652111263791e+03 1.585664381948381561e+03 1.628079367529980118e+03 1.665587308767695731e+03 1.696709769895835962e+03 1.720482961245102160e+03 1.736399973702714533e+03 1.744342202134227819e+03 1.744502866597848879e+03 1.737326777391499263e+03 1.723446473365653219e+03 1.703624906536734443e+03 1.678712821583112600e+03 1.649597400041777973e+03 1.617176673372385267e+03 1.582322228763957355e+03 1.545865226138970684e+03 1.508568397365623241e+03 1.471128232730114178e+03 1.434149812973325652e+03 1.398159361432269179e+03 1.363589519650087141e+03 1.330791474266638033e+03 1.300028790723995371e+03 1.271492139841561311e+03 1.245295959484079958e+03 1.221494483720537573e+03 1.200081195609373253e+03 1.181003905135344894e+03 1.164164891428803230e+03 1.149436233320431938e+03 1.136660138169110951e+03 1.125660246179742217e+03 1.116246499471192692e+03 1.108219527987968149e+03 1.101377923279346533e+03 1.095519834647285506e+03 1.090450034268950731e+03 1.085980281257561955e+03 1.081933522091190980e+03 1.078145655157578631e+03 1.074466312181260719e+03 1.070760401201753211e+03 1.066909322035292917e+03 1.062810497496211838e+03 1.058377294246382689e+03 1.053539181923137448e+03 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4.153189805610301164e+02 4.043859545504243442e+02 3.938686853768253968e+02 3.837161198429923274e+02 3.738971775958661965e+02 2.382679611661272645e+02 1.173803366572014113e+02 5.634427269825966533e+01 2.645103175675645701e+01 1.218285627415715844e+01 5.519450701552179872e+00 2.465037711489326266e+00 1.087220629724128251e+00 4.742727235485229009e-01 2.048768964234999601e-01 8.773040538022348900e-02 3.726728304311524576e-02 1.571160428507754545e-02 6.574286015862875615e-03 2.728488074371034772e-03 1.121061865113197461e-03 diff --git a/tests/data_for_testing/cosmology2/matter_power_lin/values.txt b/tests/data_for_testing/cosmology2/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology2/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology2/matter_power_lin/z.txt b/tests/data_for_testing/cosmology2/matter_power_lin/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology2/matter_power_lin/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 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b/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/k_h.txt @@ -0,0 +1,177 @@ +# k_h +1.155082372861215845e-05 +1.275977501791203395e-05 +1.409526066709076986e-05 +1.557052382850088179e-05 +1.720019099593628198e-05 +1.900042661873158067e-05 +2.098908225889317691e-05 +2.318587758054491132e-05 +2.561259861977305263e-05 +2.829330696840770543e-05 +3.125458897557109594e-05 +3.452581222518347204e-05 +3.813940929831005633e-05 +4.213122156215831637e-05 +4.654083022614941001e-05 +5.141196743352338672e-05 +5.679293462890200317e-05 +6.273709004744887352e-05 +6.930338713573291898e-05 +7.655694207642227411e-05 +8.456967043457552791e-05 +9.342104749521240592e-05 +1.031988431350328028e-04 +1.140000167652033269e-04 +1.259316777577623725e-04 +1.391121477354317904e-04 +1.536721538286656141e-04 +1.697560510365292430e-04 +1.875233429018408060e-04 +2.071502240141853690e-04 +2.288313407916575670e-04 +2.527816686779260635e-04 +2.792387385852634907e-04 +3.084648924414068460e-04 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1.621399640205075168e-02 6.784504287994973584e-03 2.815733193170641760e-03 1.156908570388404155e-03 diff --git a/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/values.txt b/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/z.txt b/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology2/matter_power_lin_cdm_baryon/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 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2.912656141358215683e-02 2.755324348598843856e-02 2.608748525733347451e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 2.472170362222354117e-02 diff --git a/tests/data_for_testing/cosmology2/sigma_r/values.txt b/tests/data_for_testing/cosmology2/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology2/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology2/sigma_r/z.txt b/tests/data_for_testing/cosmology2/sigma_r/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology2/sigma_r/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/cosmology2/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology2/tinker_bias_function/bias.txt new file mode 100644 index 0000000..cdec19b --- /dev/null +++ b/tests/data_for_testing/cosmology2/tinker_bias_function/bias.txt @@ -0,0 +1,21 @@ +# bias +6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 6.198212256787878349e-01 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3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 3.871556351135317930e-01 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a/tests/data_for_testing/cosmology3/distances/d_a.txt b/tests/data_for_testing/cosmology3/distances/d_a.txt new file mode 100644 index 0000000..c90f838 --- /dev/null +++ b/tests/data_for_testing/cosmology3/distances/d_a.txt @@ -0,0 +1,403 @@ +# d_a +# unit = Mpc +0.000000000000000000e+00 +3.704643999212741790e+01 +7.325503993138958947e+01 +1.086490361815028649e+02 +1.432507945155419975e+02 +1.770818520067526549e+02 +2.101629565230920207e+02 +2.425141039820954347e+02 +2.741545735111419049e+02 +3.051029606475623837e+02 +3.353772087033329399e+02 +3.649946384101146464e+02 +3.939719759522029676e+02 +4.223253794873629090e+02 +4.500704642485497970e+02 +4.772223263130827036e+02 +5.037955651199187059e+02 +5.298043048101640125e+02 +5.552622144609387078e+02 +5.801825272779886973e+02 +6.045780588081372571e+02 +6.284612242286436867e+02 +6.518440547668174077e+02 +6.747382132998013731e+02 +6.971550091812271148e+02 +7.191054123384876675e+02 +7.406000666816001967e+02 +7.616493028620820951e+02 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b/tests/data_for_testing/cosmology3/distances/d_l.txt @@ -0,0 +1,403 @@ +# d_l +# unit = Mpc +0.000000000000000000e+00 +3.779107343596918156e+01 +7.621454354461772596e+01 +1.152657624849563973e+02 +1.549400593480102373e+02 +1.952327418374448200e+02 +2.361390979493462225e+02 +2.776543976491010994e+02 +3.197738945433959543e+02 +3.624928275453689253e+02 +4.058064225310329221e+02 +4.497098939851023260e+02 +4.941984466344435418e+02 +5.392672770674136018e+02 +5.849115753374154565e+02 +6.311265265490517322e+02 +6.779073124253625338e+02 +7.252491128546333812e+02 +7.731471074154109147e+02 +8.215964768783596810e+02 +8.705924046837176320e+02 +9.201300783931571914e+02 +9.702046911149310517e+02 +1.020811442901269402e+03 +1.071945542117054856e+03 +1.123602206778886966e+03 +1.175776665863708558e+03 +1.228464160586252319e+03 +1.281659945644635627e+03 +1.335359290433488695e+03 +1.389557480224094206e+03 +1.444249817311070274e+03 +1.499431622125195645e+03 +1.555098234312053592e+03 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+#theta_rs_equality unit = 100 radian +thetastar = 1.099744396119721 +#thetastar unit = 100 radian +z_equality = 2963.1622322899293 +zdrag = 1032.1617126464844 +zstar = 1108.8833241944164 diff --git a/tests/data_for_testing/cosmology3/distances/z.txt b/tests/data_for_testing/cosmology3/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology3/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 +1.100000000000000006e-01 +1.199999999999999956e-01 +1.300000000000000044e-01 +1.400000000000000133e-01 +1.499999999999999944e-01 +1.600000000000000033e-01 +1.700000000000000122e-01 +1.799999999999999933e-01 +1.900000000000000022e-01 +2.000000000000000111e-01 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a/tests/data_for_testing/cosmology3/growth_parameters/d_z.txt b/tests/data_for_testing/cosmology3/growth_parameters/d_z.txt new file mode 100644 index 0000000..4532b06 --- /dev/null +++ b/tests/data_for_testing/cosmology3/growth_parameters/d_z.txt @@ -0,0 +1,22 @@ +# d_z +7.068694250507407961e-01 +6.924940227108504764e-01 +6.781937303760586788e-01 +6.640127032795143380e-01 +6.499900113817308478e-01 +6.361597507484777481e-01 +6.225512224641154280e-01 +6.091891680217544902e-01 +5.960940492190152096e-01 +5.832823604426621289e-01 +5.707669617265406226e-01 +5.585574219643949512e-01 +5.466603629929343011e-01 +5.350797967801660393e-01 +5.238174495293095312e-01 +5.128730680364212979e-01 +5.022447050459877271e-01 +4.919289815862574189e-01 +4.819213253115112727e-01 +4.722161847268616652e-01 +4.628072198310632102e-01 diff --git a/tests/data_for_testing/cosmology3/growth_parameters/f_z.txt b/tests/data_for_testing/cosmology3/growth_parameters/f_z.txt new file mode 100644 index 0000000..90f6e55 --- /dev/null +++ b/tests/data_for_testing/cosmology3/growth_parameters/f_z.txt @@ -0,0 +1,22 @@ +# f_z +4.073442501697479567e-01 +4.350338411244248915e-01 +4.621792470654150220e-01 +4.886697403403436057e-01 +5.144111018022017312e-01 +5.393256179499162917e-01 +5.633516708548080842e-01 +5.864429771197893215e-01 +6.085675441729148094e-01 +6.297064174773041589e-01 +6.498522915806770328e-01 +6.690080525860118144e-01 +6.871853110315186974e-01 +7.044029737225183663e-01 +7.206858919802383578e-01 +7.360636130220212792e-01 +7.505692514362194423e-01 +7.642384893652183209e-01 +7.771087072361377857e-01 +7.892182416818498414e-01 +8.006057635574044262e-01 diff --git a/tests/data_for_testing/cosmology3/growth_parameters/z.txt b/tests/data_for_testing/cosmology3/growth_parameters/z.txt new file mode 100644 index 0000000..5fee31c --- /dev/null +++ b/tests/data_for_testing/cosmology3/growth_parameters/z.txt @@ -0,0 +1,22 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 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+3.987236499786376953e+00 +5.564637184143066406e+00 +7.766076564788818359e+00 +1.083843326568603516e+01 +1.512625122070312500e+01 +2.111038398742675781e+01 +2.946191406250000000e+01 +4.111741638183593750e+01 +5.738397598266601562e+01 +8.008578491210937500e+01 diff --git a/tests/data_for_testing/cosmology3/linear_cdm_transfer/values.txt b/tests/data_for_testing/cosmology3/linear_cdm_transfer/values.txt new file mode 100644 index 0000000..4e1dc89 --- /dev/null +++ b/tests/data_for_testing/cosmology3/linear_cdm_transfer/values.txt @@ -0,0 +1 @@ +_cosmosis_order_delta_cdm = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology3/linear_cdm_transfer/z.txt b/tests/data_for_testing/cosmology3/linear_cdm_transfer/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology3/linear_cdm_transfer/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 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a/tests/data_for_testing/cosmology3/mass_function/z.txt b/tests/data_for_testing/cosmology3/mass_function/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology3/mass_function/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 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b/tests/data_for_testing/cosmology3/matter_power_lin/k_h.txt new file mode 100644 index 0000000..d1df97e --- /dev/null +++ b/tests/data_for_testing/cosmology3/matter_power_lin/k_h.txt @@ -0,0 +1,178 @@ +# k_h +8.741057172301225364e-06 +9.655207577452529222e-06 +1.066496133717009798e-05 +1.178031561721581966e-05 +1.301231623074272648e-05 +1.437316041119629517e-05 +1.587632323207799345e-05 +1.753668948367703706e-05 +1.937069828272797167e-05 +2.139651041943579912e-05 +2.363418388995341957e-05 +2.610587580420542508e-05 +2.883606066461652517e-05 +3.185177411069162190e-05 +3.518287121551111341e-05 +3.886233753291890025e-05 +4.292661105864681304e-05 +4.741593147628009319e-05 +5.237474761088378727e-05 +5.785216490039601922e-05 +6.390241469489410520e-05 +7.058541086735203862e-05 +7.796732097631320357e-05 +8.612123929196968675e-05 +9.512790711596608162e-05 +1.050764985848218203e-04 +1.160655301646329463e-04 +1.282038138015195727e-04 +1.416115264873951674e-04 +1.564214326208457351e-04 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3.962478791927066595e+03 3.723555437289397105e+03 3.519936574484939229e+03 3.346605745685450074e+03 3.194284347601011632e+03 3.051967672506420513e+03 2.911462233684782859e+03 2.771713671264042205e+03 2.635487356574126807e+03 2.505859851427298054e+03 2.386659372819763121e+03 2.280073224069296430e+03 2.184380180818029658e+03 2.096358697062864849e+03 2.013296075209039827e+03 1.933164422431344065e+03 1.855251269448362564e+03 1.780071599182602313e+03 1.708562273273813844e+03 1.641561996156071473e+03 1.579285093369069727e+03 1.521330187860676915e+03 1.467068187237891379e+03 1.415626311108912660e+03 1.366198480752880641e+03 1.318576164491637428e+03 1.272897192907464614e+03 1.229258658907855533e+03 1.187786212918025512e+03 1.148561747304960591e+03 1.111440607044982244e+03 1.076155985798270876e+03 1.042484541380589235e+03 1.010210998040417849e+03 9.791859639760225491e+02 9.493604212382103924e+02 9.207541137991058804e+02 8.933879312127149888e+02 8.672337883885201109e+02 8.422214194130986016e+02 8.182747728705268173e+02 7.953033136066183033e+02 7.732111704764629394e+02 7.519403737448064931e+02 7.314632352181064334e+02 7.117504085866167998e+02 6.927811523498947963e+02 6.745417538990031971e+02 6.570004653427113226e+02 6.401124260453333363e+02 4.127917990882876893e+02 2.015539359866077973e+02 9.602306652530371878e+01 4.478886409780709954e+01 2.051470714606355017e+01 9.249563503686067278e+00 4.113645859315520070e+00 1.807678844382980321e+00 7.859907039409690377e-01 3.385527694100511353e-01 1.445968508099639838e-01 6.128002207596618123e-02 2.577970364740035311e-02 1.076532436623126032e-02 4.459028906041383709e-03 1.828355325413774527e-03 diff --git a/tests/data_for_testing/cosmology3/matter_power_lin/values.txt b/tests/data_for_testing/cosmology3/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology3/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology3/matter_power_lin/z.txt b/tests/data_for_testing/cosmology3/matter_power_lin/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology3/matter_power_lin/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 +2.777777777777777901e-01 +2.833333333333333259e-01 +2.888888888888889173e-01 +2.944444444444444531e-01 +2.999999999999999889e-01 +3.055555555555555802e-01 +3.111111111111111160e-01 +3.166666666666666519e-01 +3.222222222222222432e-01 +3.277777777777777790e-01 +3.333333333333333703e-01 +3.388888888888889062e-01 +3.444444444444444420e-01 +3.500000000000000333e-01 +3.555555555555555691e-01 +3.611111111111111049e-01 +3.666666666666666963e-01 +3.722222222222222321e-01 +3.777777777777777679e-01 +3.833333333333333592e-01 +3.888888888888888951e-01 +3.944444444444444864e-01 +4.000000000000000222e-01 +4.055555555555555580e-01 +4.111111111111111494e-01 +4.166666666666666852e-01 +4.222222222222222210e-01 +4.277777777777778123e-01 +4.333333333333333481e-01 +4.388888888888888840e-01 +4.444444444444444753e-01 +4.500000000000000111e-01 +4.555555555555555469e-01 +4.611111111111111382e-01 +4.666666666666666741e-01 +4.722222222222222654e-01 +4.777777777777778012e-01 +4.833333333333333370e-01 +4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/k_h.txt b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/k_h.txt new file mode 100644 index 0000000..d1df97e --- /dev/null +++ b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/k_h.txt @@ -0,0 +1,178 @@ +# k_h +8.741057172301225364e-06 +9.655207577452529222e-06 +1.066496133717009798e-05 +1.178031561721581966e-05 +1.301231623074272648e-05 +1.437316041119629517e-05 +1.587632323207799345e-05 +1.753668948367703706e-05 +1.937069828272797167e-05 +2.139651041943579912e-05 +2.363418388995341957e-05 +2.610587580420542508e-05 +2.883606066461652517e-05 +3.185177411069162190e-05 +3.518287121551111341e-05 +3.886233753291890025e-05 +4.292661105864681304e-05 +4.741593147628009319e-05 +5.237474761088378727e-05 +5.785216490039601922e-05 +6.390241469489410520e-05 +7.058541086735203862e-05 +7.796732097631320357e-05 +8.612123929196968675e-05 +9.512790711596608162e-05 +1.050764985848218203e-04 +1.160655301646329463e-04 +1.282038138015195727e-04 +1.416115264873951674e-04 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+3.431604504585266113e-01 +3.486835360527038574e-01 +3.542066216468811035e-01 +3.597297072410583496e-01 +3.652527928352355957e-01 +3.707758784294128418e-01 +3.762989640235900879e-01 +3.818220198154449463e-01 +3.873451054096221924e-01 +3.928681910037994385e-01 +3.983912765979766846e-01 +4.039143621921539307e-01 +4.094374477863311768e-01 +4.149605035781860352e-01 +4.204835891723632812e-01 +4.260066747665405273e-01 +4.315297603607177734e-01 +4.370528459548950195e-01 +5.396137833595275879e-01 +7.530916929244995117e-01 +1.051024198532104492e+00 +1.466822385787963867e+00 +2.047115564346313477e+00 +2.856979846954345703e+00 +3.987236499786376953e+00 +5.564637184143066406e+00 +7.766076564788818359e+00 +1.083843326568603516e+01 +1.512625122070312500e+01 +2.111038398742675781e+01 +2.946191406250000000e+01 +4.111741638183593750e+01 +5.738397598266601562e+01 +8.008578491210937500e+01 diff --git a/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/p_k.txt b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/p_k.txt new file mode 100644 index 0000000..8c98371 --- /dev/null +++ b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/p_k.txt @@ -0,0 +1,101 @@ +# p_k +7.645746312353361418e+01 8.501062102892582573e+01 9.452064113632650333e+01 1.050944457888558787e+02 1.168511394622074988e+02 1.299229790989792264e+02 1.444570816452703639e+02 1.606170932163930729e+02 1.785847518134880545e+02 1.985623074994046533e+02 2.207744393769514204e+02 2.454712410597657311e+02 2.729305070266289590e+02 3.034611249153117001e+02 3.374065262306810382e+02 3.751484057497867752e+02 4.171113787798684598e+02 4.637669381247509364e+02 5.156394907656043642e+02 5.733122761288142328e+02 6.374325243235342668e+02 7.087205707570144568e+02 7.879758715389386907e+02 8.760875302318917193e+02 9.740422531182030070e+02 1.082936518210632812e+03 1.203987757953073015e+03 1.338547284422351368e+03 1.488113560008531749e+03 1.654349809609327622e+03 1.839099021847664517e+03 2.044403508353589586e+03 2.272523168901713234e+03 2.525957761291047518e+03 2.807469791329582677e+03 3.120107021584727590e+03 3.467225006800452320e+03 3.852519889336032520e+03 4.280044422445256714e+03 4.754238919839198388e+03 5.279955445001362932e+03 5.862473948641020797e+03 6.507527149555336109e+03 7.221308689995329587e+03 8.010472069882156575e+03 8.882130640050336297e+03 9.843815786853310783e+03 1.090342793354176320e+04 1.206914529948006566e+04 1.334928470516671587e+04 1.475220054337928195e+04 1.628599292099417289e+04 1.795827133158655124e+04 1.977576947936769284e+04 2.174395498345462329e+04 2.386656177813365139e+04 2.614508239938717088e+04 2.857828843930122821e+04 3.116177768765242945e+04 3.388752881008313125e+04 3.674361262350173638e+04 3.971371599313183106e+04 4.277687354510655859e+04 4.590706692328930512e+04 4.907312615853176976e+04 5.223852332203893457e+04 5.536061860773249646e+04 5.838973559098961414e+04 6.129498936107494956e+04 6.395557702205036185e+04 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b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/z.txt b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology3/matter_power_lin_cdm_baryon/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 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+5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology3/sigma_r/r.txt b/tests/data_for_testing/cosmology3/sigma_r/r.txt new file mode 100644 index 0000000..9c0b507 --- /dev/null +++ b/tests/data_for_testing/cosmology3/sigma_r/r.txt @@ -0,0 +1,50 @@ +# r +1.000000000000000000e+00 +2.000000000000000000e+00 +3.000000000000000000e+00 +4.000000000000000000e+00 +5.000000000000000000e+00 +6.000000000000000000e+00 +7.000000000000000000e+00 +8.000000000000000000e+00 +9.000000000000000000e+00 +1.000000000000000000e+01 +1.100000000000000000e+01 +1.200000000000000000e+01 +1.300000000000000000e+01 +1.400000000000000000e+01 +1.500000000000000000e+01 +1.600000000000000000e+01 +1.700000000000000000e+01 +1.800000000000000000e+01 +1.900000000000000000e+01 +2.000000000000000000e+01 +2.100000000000000000e+01 +2.200000000000000000e+01 +2.300000000000000000e+01 +2.400000000000000000e+01 +2.500000000000000000e+01 +2.600000000000000000e+01 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a/tests/data_for_testing/cosmology3/sigma_r/values.txt b/tests/data_for_testing/cosmology3/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology3/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology3/sigma_r/z.txt b/tests/data_for_testing/cosmology3/sigma_r/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology3/sigma_r/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/cosmology3/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology3/tinker_bias_function/bias.txt new file mode 100644 index 0000000..05998b6 --- /dev/null +++ b/tests/data_for_testing/cosmology3/tinker_bias_function/bias.txt @@ -0,0 +1,21 @@ +# bias +6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 6.329535120235998402e-01 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a/tests/data_for_testing/cosmology4/cosmological_parameters/values.txt b/tests/data_for_testing/cosmology4/cosmological_parameters/values.txt new file mode 100644 index 0000000..e3d774e --- /dev/null +++ b/tests/data_for_testing/cosmology4/cosmological_parameters/values.txt @@ -0,0 +1,29 @@ +a_s = 4.940244910553017e-09 +baryon_fraction = 0.33333333333333337 +cs2_de = 1.0 +h0 = 0.4 +hubble = 40.0 +k = -0.0 +k_s = 0.05000000074505806 +log1e10as = 3.9 +massive_nu = 3 +massless_nu = 0.046 +n_run = 0.0 +n_s = 1.06611261 +ombh2 = 0.008000000000000002 +omch2 = 0.015000759729600001 +omega_b = 0.05 +omega_c = 0.09375474831 +omega_k = 0.0 +omega_lambda = 0.85 +omega_m = 0.15 +omega_nu = 0.00624525169 +ommh2 = 0.024 +omnuh2 = 0.0009992402704000001 +r_t = 0.0 +sigma_8 = 0.2799559323034489 +sterile_neutrino = 0 +tau = 0.078 +w = -1.0 +wa = 0.0 +yhe = 0.23999999463558197 diff --git a/tests/data_for_testing/cosmology4/distances/a.txt b/tests/data_for_testing/cosmology4/distances/a.txt new file mode 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b/tests/data_for_testing/cosmology4/distances/values.txt @@ -0,0 +1,29 @@ +age = 28.2685885198948 +#age unit = Gyr +chistar = 30843.91506722182 +#chistar unit = Mpc +cmbshift = 1.5939203415545968 +da_star = 30.843915067221822 +#da_star unit = Gpc +k_d = 0.0733408306321641 +#k_d unit = 1/Mpc +k_equality = 0.0016788871034834549 +#k_equality unit = 1/Mpc +nz = 401 +r_star = 206.69476415628404 +#r_star unit = Mpc +rs_zdrag = 226.45952898704846 +#rs_zdrag unit = Mpc +theta_d = 0.1388783505616143 +#theta_d unit = 100 radian +theta_equality = 2.26361201191374 +#theta_equality unit = 100 radian +theta_mc = 0.006689731499236649 +#theta_mc unit = radian +theta_rs_equality = 1.1940481093613522 +#theta_rs_equality unit = 100 radian +thetastar = 0.670131413946023 +#thetastar unit = 100 radian +z_equality = 548.8089716117349 +zdrag = 996.0746765136719 +zstar = 1107.9442045934609 diff --git a/tests/data_for_testing/cosmology4/distances/z.txt b/tests/data_for_testing/cosmology4/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology4/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 +1.100000000000000006e-01 +1.199999999999999956e-01 +1.300000000000000044e-01 +1.400000000000000133e-01 +1.499999999999999944e-01 +1.600000000000000033e-01 +1.700000000000000122e-01 +1.799999999999999933e-01 +1.900000000000000022e-01 +2.000000000000000111e-01 +2.099999999999999922e-01 +2.200000000000000011e-01 +2.300000000000000100e-01 +2.399999999999999911e-01 +2.500000000000000000e-01 +2.600000000000000089e-01 +2.700000000000000178e-01 +2.800000000000000266e-01 +2.899999999999999800e-01 +2.999999999999999889e-01 +3.099999999999999978e-01 +3.200000000000000067e-01 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+6.460768982984720354e-01 +6.346623563991199424e-01 +6.232507539435030441e-01 +6.118745555064918351e-01 +6.005633671782590888e-01 +5.893439302071659114e-01 +5.782401508445598193e-01 +5.672731633589347400e-01 +5.564614223529676940e-01 +5.458208199470551136e-01 +5.353648230851250078e-01 +5.251046261526878256e-01 +5.150493142399610313e-01 +5.052060326929258549e-01 +4.955801590276152635e-01 +4.861754737939504301e-01 +4.769943275252733761e-01 +4.680378014647109675e-01 +4.593058602930710221e-01 +4.507974955757720337e-01 diff --git a/tests/data_for_testing/cosmology4/growth_parameters/f_z.txt b/tests/data_for_testing/cosmology4/growth_parameters/f_z.txt new file mode 100644 index 0000000..5f7276e --- /dev/null +++ b/tests/data_for_testing/cosmology4/growth_parameters/f_z.txt @@ -0,0 +1,22 @@ +# f_z +3.453777281067507143e-01 +3.706898760304883078e-01 +3.958196805937398421e-01 +4.206632982623574879e-01 +4.451261148715689453e-01 +4.691233657203837115e-01 +4.925805301142888171e-01 +5.154334983103640022e-01 +5.376285201123032209e-01 +5.591219537836349396e-01 +5.798798410646582857e-01 +5.998773387233540255e-01 +6.190980393112270885e-01 +6.375332138879772348e-01 +6.551810078067297205e-01 +6.720456176601656839e-01 +6.881364736308968055e-01 +7.034674471849584609e-01 +7.180560996498086546e-01 +7.319229830039114537e-01 +7.450910003692574612e-01 diff --git a/tests/data_for_testing/cosmology4/growth_parameters/z.txt b/tests/data_for_testing/cosmology4/growth_parameters/z.txt new file mode 100644 index 0000000..5fee31c --- /dev/null +++ b/tests/data_for_testing/cosmology4/growth_parameters/z.txt @@ -0,0 +1,22 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 +1.000000000000000000e+00 diff --git a/tests/data_for_testing/cosmology4/linear_cdm_transfer/delta_cdm.txt b/tests/data_for_testing/cosmology4/linear_cdm_transfer/delta_cdm.txt new file mode 100644 index 0000000..5bd72df --- /dev/null +++ b/tests/data_for_testing/cosmology4/linear_cdm_transfer/delta_cdm.txt @@ -0,0 +1,101 @@ +# delta_cdm +9.820344000000000000e+07 9.820332000000000000e+07 9.820320000000000000e+07 9.820301600000000000e+07 9.820282400000000000e+07 9.820254400000000000e+07 9.820224800000000000e+07 9.820188000000000000e+07 9.820144000000000000e+07 9.820088800000000000e+07 9.820020800000000000e+07 9.819938400000000000e+07 9.819838400000000000e+07 9.819716800000000000e+07 9.819568800000000000e+07 9.819388000000000000e+07 9.819168000000000000e+07 9.818898400000000000e+07 9.818571200000000000e+07 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4.093634128570556641e+00 diff --git a/tests/data_for_testing/cosmology4/linear_cdm_transfer/k_h.txt b/tests/data_for_testing/cosmology4/linear_cdm_transfer/k_h.txt new file mode 100644 index 0000000..df58ed3 --- /dev/null +++ b/tests/data_for_testing/cosmology4/linear_cdm_transfer/k_h.txt @@ -0,0 +1,158 @@ +# k_h +8.007708856894169003e-06 +8.841473572829272598e-06 +9.762050467543303967e-06 +1.077847809938248247e-05 +1.190073544421466067e-05 +1.313984375883592293e-05 +1.450796753488248214e-05 +1.601854091859422624e-05 +1.768639594956766814e-05 +1.952790989889763296e-05 +2.156115988327655941e-05 +2.380611476837657392e-05 +2.628481342981103808e-05 +2.902159576478879899e-05 +3.204333188477903605e-05 +3.537969314493238926e-05 +3.906343772541731596e-05 +4.313073077355511487e-05 +4.762151729664765298e-05 +5.257988232187926769e-05 +5.805451291962526739e-05 +6.409916386473923922e-05 +7.077318878145888448e-05 +7.814211130607873201e-05 +8.627829083707183599e-05 +9.526161011308431625e-05 +1.051802755682729185e-04 +1.161316758953034878e-04 +1.282233424717560410e-04 +1.415739825461059809e-04 +1.563147088745608926e-04 +1.725902402540668845e-04 +1.905603858176618814e-04 +2.104015875374898314e-04 +2.323086519027128816e-04 +2.564967144280672073e-04 +2.832032041624188423e-04 +3.126904193777590990e-04 +3.452478267718106508e-04 +3.811951028183102608e-04 +4.208852478768676519e-04 +4.647079331334680319e-04 +5.130934878252446651e-04 +5.665168864652514458e-04 +6.255027838051319122e-04 +6.906303460709750652e-04 +7.625389262102544308e-04 +8.419346995651721954e-04 +9.295971831306815147e-04 +1.026387093588709831e-03 +1.133254845626652241e-03 +1.251249574124813080e-03 +1.381530077196657658e-03 +1.525375409983098507e-03 +1.684197923168540001e-03 +1.859556999988853931e-03 +2.053174655884504318e-03 +2.266951836645603180e-03 +2.502987394109368324e-03 +2.763599157333374023e-03 +3.051345935091376305e-03 +3.369052894413471222e-03 +3.719839500263333321e-03 +4.107150249183177948e-03 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+1.339648514986038208e-01 +1.428455412387847900e-01 +1.517262160778045654e-01 +1.606069058179855347e-01 +1.694875955581665039e-01 +1.783682852983474731e-01 +1.872489601373672485e-01 +1.961296498775482178e-01 +2.050103396177291870e-01 +2.138910293579101562e-01 +2.227717190980911255e-01 +2.316523939371109009e-01 +2.405330836772918701e-01 +2.494137734174728394e-01 +2.582944631576538086e-01 +2.671751379966735840e-01 +2.760558426380157471e-01 +2.849365174770355225e-01 +2.938171923160552979e-01 +3.026978969573974609e-01 +3.115785717964172363e-01 +3.204592466354370117e-01 +3.293399512767791748e-01 +3.382206261157989502e-01 +3.471013307571411133e-01 +3.559820055961608887e-01 +3.648626804351806641e-01 +3.737433850765228271e-01 +3.826240599155426025e-01 +3.915047645568847656e-01 +4.003854393959045410e-01 +4.135095775127410889e-01 +4.385633170604705811e-01 +4.651350080966949463e-01 +4.933166503906250000e-01 +5.232057571411132812e-01 +5.549057722091674805e-01 +5.885264277458190918e-01 +6.241840720176696777e-01 +8.711190819740295410e-01 +1.215744614601135254e+00 +1.696708321571350098e+00 +2.367947101593017578e+00 +3.304736614227294922e+00 +4.612131118774414062e+00 +6.436747550964355469e+00 +8.983204841613769531e+00 +1.253707313537597656e+01 +1.749689483642578125e+01 +2.441888427734375000e+01 +3.407929611206054688e+01 +4.756148910522460938e+01 +6.637740325927734375e+01 +9.263713073730468750e+01 +1.292855377197265625e+02 diff --git a/tests/data_for_testing/cosmology4/linear_cdm_transfer/values.txt b/tests/data_for_testing/cosmology4/linear_cdm_transfer/values.txt new file mode 100644 index 0000000..4e1dc89 --- /dev/null +++ b/tests/data_for_testing/cosmology4/linear_cdm_transfer/values.txt @@ -0,0 +1 @@ +_cosmosis_order_delta_cdm = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology4/linear_cdm_transfer/z.txt b/tests/data_for_testing/cosmology4/linear_cdm_transfer/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology4/linear_cdm_transfer/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 +2.777777777777777901e-01 +2.833333333333333259e-01 +2.888888888888889173e-01 +2.944444444444444531e-01 +2.999999999999999889e-01 +3.055555555555555802e-01 +3.111111111111111160e-01 +3.166666666666666519e-01 +3.222222222222222432e-01 +3.277777777777777790e-01 +3.333333333333333703e-01 +3.388888888888889062e-01 +3.444444444444444420e-01 +3.500000000000000333e-01 +3.555555555555555691e-01 +3.611111111111111049e-01 +3.666666666666666963e-01 +3.722222222222222321e-01 +3.777777777777777679e-01 +3.833333333333333592e-01 +3.888888888888888951e-01 +3.944444444444444864e-01 +4.000000000000000222e-01 +4.055555555555555580e-01 +4.111111111111111494e-01 +4.166666666666666852e-01 +4.222222222222222210e-01 +4.277777777777778123e-01 +4.333333333333333481e-01 +4.388888888888888840e-01 +4.444444444444444753e-01 +4.500000000000000111e-01 +4.555555555555555469e-01 +4.611111111111111382e-01 +4.666666666666666741e-01 +4.722222222222222654e-01 +4.777777777777778012e-01 +4.833333333333333370e-01 +4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology4/mass_function/dndlnmh.txt b/tests/data_for_testing/cosmology4/mass_function/dndlnmh.txt new file mode 100644 index 0000000..cf07975 --- /dev/null +++ b/tests/data_for_testing/cosmology4/mass_function/dndlnmh.txt @@ -0,0 +1,101 @@ +# dndlnmh 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mode 100644 index 0000000..de2b1b5 --- /dev/null +++ b/tests/data_for_testing/cosmology4/mass_function/values.txt @@ -0,0 +1 @@ +_cosmosis_order_dndlnrh = u'z_cosmosis_order_r_h' diff --git a/tests/data_for_testing/cosmology4/mass_function/z.txt b/tests/data_for_testing/cosmology4/mass_function/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology4/mass_function/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 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5.917292130438811526e-02 2.504860483029175411e-02 1.053222498002233040e-02 4.400452426363415069e-03 1.826888808986792088e-03 7.532392884414291102e-04 3.079407181792577454e-04 1.243959423614174873e-04 4.930787340262813510e-05 1.892326307572568842e-05 6.864965115213937762e-06 diff --git a/tests/data_for_testing/cosmology4/matter_power_lin/values.txt b/tests/data_for_testing/cosmology4/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology4/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology4/matter_power_lin/z.txt b/tests/data_for_testing/cosmology4/matter_power_lin/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology4/matter_power_lin/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 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+4.444444444444444753e-01 +4.500000000000000111e-01 +4.555555555555555469e-01 +4.611111111111111382e-01 +4.666666666666666741e-01 +4.722222222222222654e-01 +4.777777777777778012e-01 +4.833333333333333370e-01 +4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/k_h.txt b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/k_h.txt new file mode 100644 index 0000000..df58ed3 --- /dev/null +++ b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/k_h.txt @@ -0,0 +1,158 @@ +# k_h +8.007708856894169003e-06 +8.841473572829272598e-06 +9.762050467543303967e-06 +1.077847809938248247e-05 +1.190073544421466067e-05 +1.313984375883592293e-05 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a/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/p_k.txt b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/p_k.txt new file mode 100644 index 0000000..953d053 --- /dev/null +++ b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/p_k.txt @@ -0,0 +1,101 @@ +# p_k +1.018223151621302520e+02 1.131624527987379309e+02 1.257655115458434238e+02 1.397720190832201013e+02 1.553383999051253568e+02 1.726381160719986099e+02 1.918643892498718344e+02 2.132314911816875451e+02 2.369778690018115981e+02 2.633680911323432952e+02 2.926964404421474342e+02 3.252897810667216731e+02 3.615112953115560117e+02 4.017643100584523950e+02 4.464968589463638864e+02 4.962067544756611142e+02 5.514465306238822677e+02 6.128295506517102922e+02 6.810373328017554968e+02 7.568254362359654124e+02 8.410324852428866507e+02 9.345882943394174163e+02 1.038523675118944766e+03 1.153980561941693622e+03 1.282223093367441606e+03 1.424649048855143519e+03 1.582804100993515249e+03 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100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/z.txt b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology4/matter_power_lin_cdm_baryon/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 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6.254485067730916961e-03 6.254485067730916961e-03 diff --git a/tests/data_for_testing/cosmology4/sigma_r/values.txt b/tests/data_for_testing/cosmology4/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology4/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology4/sigma_r/z.txt b/tests/data_for_testing/cosmology4/sigma_r/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology4/sigma_r/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/cosmology4/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology4/tinker_bias_function/bias.txt new file mode 100644 index 0000000..5ee4870 --- /dev/null +++ b/tests/data_for_testing/cosmology4/tinker_bias_function/bias.txt @@ -0,0 +1,21 @@ +# bias +3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 3.928786959951518831e+00 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= -1.0 +wa = 0.0 +yhe = 0.23999999463558197 diff --git a/tests/data_for_testing/cosmology5/distances/a.txt b/tests/data_for_testing/cosmology5/distances/a.txt new file mode 100644 index 0000000..5d71a6f --- /dev/null +++ b/tests/data_for_testing/cosmology5/distances/a.txt @@ -0,0 +1,402 @@ +# a +1.000000000000000000e+00 +9.900990099009900902e-01 +9.803921568627450567e-01 +9.708737864077670032e-01 +9.615384615384614531e-01 +9.523809523809523281e-01 +9.433962264150942412e-01 +9.345794392523364413e-01 +9.259259259259258190e-01 +9.174311926605503986e-01 +9.090909090909090606e-01 +9.009009009009008029e-01 +8.928571428571427937e-01 +8.849557522123894238e-01 +8.771929824561403022e-01 +8.695652173913044347e-01 +8.620689655172414367e-01 +8.547008547008547730e-01 +8.474576271186441412e-01 +8.403361344537815247e-01 +8.333333333333333703e-01 +8.264462809917355601e-01 +8.196721311475410054e-01 +8.130081300813007950e-01 +8.064516129032258673e-01 +8.000000000000000444e-01 +7.936507936507936067e-01 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/dev/null +++ b/tests/data_for_testing/cosmology5/distances/d_a.txt @@ -0,0 +1,403 @@ +# d_a +# unit = Mpc +0.000000000000000000e+00 +3.293525657979446208e+01 +6.513549330695666129e+01 +9.662110288579275164e+01 +1.274117098209605956e+02 +1.575262073979683066e+02 +1.869827925535821578e+02 +2.157989987739268543e+02 +2.439917271479122292e+02 +2.715772756942554906e+02 +2.985713670718279786e+02 +3.249891747751480011e+02 +3.508453479096171463e+02 +3.761540346344261252e+02 +4.009289043549066491e+02 +4.251831687404487639e+02 +4.489296016388943826e+02 +4.721805579534615731e+02 +4.949479915438438411e+02 +5.172434722089717525e+02 +5.390782018051368141e+02 +5.604630295496452845e+02 +5.814084665568948367e+02 +6.019246996507448557e+02 +6.220216044942357030e+02 +6.417087580751090172e+02 +6.609954505831437928e+02 +6.798906967130878911e+02 +6.984032464248559791e+02 +7.165415951907186809e+02 +7.343139937573876068e+02 +7.517284574492211959e+02 +7.687927750371779894e+02 +7.855145171966915996e+02 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a/tests/data_for_testing/cosmology5/distances/values.txt b/tests/data_for_testing/cosmology5/distances/values.txt new file mode 100644 index 0000000..9388cbc --- /dev/null +++ b/tests/data_for_testing/cosmology5/distances/values.txt @@ -0,0 +1,29 @@ +age = 12.011764966739342 +#age unit = Gyr +chistar = 12990.968081967874 +#chistar unit = Mpc +cmbshift = 1.654696812453138 +da_star = 12.990968081967875 +#da_star unit = Gpc +k_d = 0.12854886577351396 +#k_d unit = 1/Mpc +k_equality = 0.010270515012394801 +#k_equality unit = 1/Mpc +nz = 401 +r_star = 147.78049323530385 +#r_star unit = Mpc +rs_zdrag = 153.1285165535847 +#rs_zdrag unit = Mpc +theta_d = 0.18812222551518934 +#theta_d unit = 100 radian +theta_equality = 0.8783951112861317 +#theta_equality unit = 100 radian +theta_mc = 0.011363577419322693 +#theta_mc unit = radian +theta_rs_equality = 0.4908037843757637 +#theta_rs_equality unit = 100 radian +thetastar = 1.137563361736149 +#thetastar unit = 100 radian +z_equality = 3363.273862658928 +zdrag = 1044.2543029785156 +zstar = 1100.9109076150241 diff --git a/tests/data_for_testing/cosmology5/distances/z.txt b/tests/data_for_testing/cosmology5/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology5/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 +1.100000000000000006e-01 +1.199999999999999956e-01 +1.300000000000000044e-01 +1.400000000000000133e-01 +1.499999999999999944e-01 +1.600000000000000033e-01 +1.700000000000000122e-01 +1.799999999999999933e-01 +1.900000000000000022e-01 +2.000000000000000111e-01 +2.099999999999999922e-01 +2.200000000000000011e-01 +2.300000000000000100e-01 +2.399999999999999911e-01 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b/tests/data_for_testing/cosmology5/growth_parameters/d_z.txt new file mode 100644 index 0000000..df29797 --- /dev/null +++ b/tests/data_for_testing/cosmology5/growth_parameters/d_z.txt @@ -0,0 +1,22 @@ +# d_z +6.885820252310682621e-01 +6.753769981000029565e-01 +6.621996234018735494e-01 +6.490909542069173144e-01 +6.360879203623952538e-01 +6.232233580325178268e-01 +6.105260958632835466e-01 +5.980210911709497035e-01 +5.857296083595333602e-01 +5.736694311226800957e-01 +5.618550998386691031e-01 +5.502981658516963304e-01 +5.390074549557367645e-01 +5.279893332600281708e-01 +5.172479696216290002e-01 +5.067855898955825333e-01 +4.966027193073280221e-01 +4.866984102426989423e-01 +4.770704536425219855e-01 +4.677155729609310808e-01 +4.586296002723795895e-01 diff --git a/tests/data_for_testing/cosmology5/growth_parameters/f_z.txt b/tests/data_for_testing/cosmology5/growth_parameters/f_z.txt new file mode 100644 index 0000000..c15b0a3 --- /dev/null +++ b/tests/data_for_testing/cosmology5/growth_parameters/f_z.txt @@ -0,0 +1,22 @@ +# f_z +3.835169515855849642e-01 +4.103872935493508844e-01 +4.368614358375859652e-01 +4.628292525506422228e-01 +4.881941688790291112e-01 +5.128734998071053930e-01 +5.367984462322173966e-01 +5.599137761601069574e-01 +5.821772321693753360e-01 +6.035587151570689368e-01 +6.240392985677413185e-01 +6.436101273791596800e-01 +6.622712528597824999e-01 +6.800304484489501089e-01 +6.969020449659117933e-01 +7.129058155602876479e-01 +7.280659330536394247e-01 +7.424100150916089769e-01 +7.559682661558497774e-01 +7.687727201479035433e-01 +7.808565831078420061e-01 diff --git a/tests/data_for_testing/cosmology5/growth_parameters/z.txt b/tests/data_for_testing/cosmology5/growth_parameters/z.txt new file mode 100644 index 0000000..5fee31c --- /dev/null +++ b/tests/data_for_testing/cosmology5/growth_parameters/z.txt @@ -0,0 +1,22 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 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+9.342436790466308594e-01 +1.303842067718505859e+00 +1.819658279418945312e+00 +2.539537668228149414e+00 +3.544210433959960938e+00 +4.946343898773193359e+00 +6.903179168701171875e+00 +9.634162902832031250e+00 +1.344555664062500000e+01 +1.876478576660156250e+01 +2.618836975097656250e+01 +3.654881286621093750e+01 +5.100797653198242188e+01 +7.118737030029296875e+01 diff --git a/tests/data_for_testing/cosmology5/linear_cdm_transfer/values.txt b/tests/data_for_testing/cosmology5/linear_cdm_transfer/values.txt new file mode 100644 index 0000000..4e1dc89 --- /dev/null +++ b/tests/data_for_testing/cosmology5/linear_cdm_transfer/values.txt @@ -0,0 +1 @@ +_cosmosis_order_delta_cdm = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology5/linear_cdm_transfer/z.txt b/tests/data_for_testing/cosmology5/linear_cdm_transfer/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology5/linear_cdm_transfer/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 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+4.222222222222222210e-01 +4.277777777777778123e-01 +4.333333333333333481e-01 +4.388888888888888840e-01 +4.444444444444444753e-01 +4.500000000000000111e-01 +4.555555555555555469e-01 +4.611111111111111382e-01 +4.666666666666666741e-01 +4.722222222222222654e-01 +4.777777777777778012e-01 +4.833333333333333370e-01 +4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology5/mass_function/dndlnmh.txt b/tests/data_for_testing/cosmology5/mass_function/dndlnmh.txt new file mode 100644 index 0000000..a9cd4c2 --- /dev/null +++ b/tests/data_for_testing/cosmology5/mass_function/dndlnmh.txt @@ -0,0 +1,101 @@ +# dndlnmh +3.508461937664723791e+03 2.283933072431919300e+03 1.481442256705449154e+03 9.841044217463162340e+02 7.022848111725292028e+02 5.679314530125351439e+02 5.302144791368847336e+02 5.517966534840813893e+02 6.058736728958214144e+02 6.737622894003326337e+02 7.429454285134497695e+02 8.055455903286148214e+02 8.570748855921650602e+02 8.954951516046213555e+02 9.204523539797154399e+02 9.327182855621005046e+02 9.337485375423681262e+02 9.253671699315386832e+02 9.095362991463990738e+02 8.881891391458489124e+02 8.631302486726544885e+02 8.359609460268302428e+02 8.080518395335144533e+02 7.805227598663253730e+02 7.542541444893840890e+02 7.298932455153363890e+02 7.078835556115988084e+02 6.884870460804482946e+02 6.718094742093942386e+02 6.578330072357448444e+02 6.464374353862646103e+02 6.374291006494834164e+02 6.305587909166885083e+02 6.255449146591299723e+02 6.220865705207914971e+02 6.198793630979756699e+02 6.186260085092521877e+02 6.180445902770391058e+02 6.178753482122664309e+02 6.178857935048399668e+02 6.178721302810279212e+02 6.176617574124985595e+02 6.171136452554718517e+02 6.161163888267857374e+02 6.145880070560020840e+02 6.124730035774099406e+02 6.097402857595850492e+02 6.063803622689775921e+02 6.024023656195519152e+02 5.978315820733251940e+02 5.927053755411827751e+02 5.870724413036659826e+02 5.809880785607311964e+02 5.745133214882428092e+02 5.677126500318742046e+02 5.606508787037305410e+02 5.533934250784537880e+02 5.460023792177941004e+02 5.385384088193995922e+02 5.310567493753297867e+02 5.236091458040185671e+02 5.162412058866697180e+02 5.089937642713676382e+02 5.019008559255396449e+02 4.949920235003726248e+02 4.882900339688669646e+02 4.818130008060788896e+02 4.755730675961486327e+02 4.695782227656870305e+02 4.638311499278970018e+02 4.583314687170875459e+02 4.530742181157984305e+02 4.480522509521088068e+02 4.432548241826348772e+02 4.386698926273508619e+02 4.342827692902644117e+02 4.300783772598161363e+02 4.260397754361629836e+02 4.221501496407284435e+02 4.183924996039588677e+02 4.147490654444271172e+02 4.112035690307891969e+02 4.077392526438456457e+02 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b/tests/data_for_testing/cosmology5/mass_function/values.txt @@ -0,0 +1 @@ +_cosmosis_order_dndlnrh = u'z_cosmosis_order_r_h' diff --git a/tests/data_for_testing/cosmology5/mass_function/z.txt b/tests/data_for_testing/cosmology5/mass_function/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology5/mass_function/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 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b/tests/data_for_testing/cosmology5/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology5/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology5/matter_power_lin/z.txt b/tests/data_for_testing/cosmology5/matter_power_lin/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology5/matter_power_lin/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 +2.777777777777777901e-01 +2.833333333333333259e-01 +2.888888888888889173e-01 +2.944444444444444531e-01 +2.999999999999999889e-01 +3.055555555555555802e-01 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+5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/k_h.txt b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/k_h.txt new file mode 100644 index 0000000..b870ef5 --- /dev/null +++ b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/k_h.txt @@ -0,0 +1,182 @@ +# k_h +8.373163836949970573e-06 +9.252338713849894702e-06 +1.022382730297977105e-05 +1.129732027038699016e-05 +1.248352964466903359e-05 +1.379429068038007244e-05 +1.524267918284749612e-05 +1.684314884187187999e-05 +1.861166492744814605e-05 +2.056587436527479440e-05 +2.272527490276843309e-05 +2.511141065042465925e-05 +2.774808672256767750e-05 +3.066161298193037510e-05 +3.388105687918141484e-05 +3.743854176718741655e-05 +4.136955976719036698e-05 +4.571332829073071480e-05 +5.051319021731615067e-05 +5.581703226198442280e-05 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+4.946343898773193359e+00 +6.903179168701171875e+00 +9.634162902832031250e+00 +1.344555664062500000e+01 +1.876478576660156250e+01 +2.618836975097656250e+01 +3.654881286621093750e+01 +5.100797653198242188e+01 +7.118737030029296875e+01 diff --git a/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/p_k.txt b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/p_k.txt new file mode 100644 index 0000000..1b20f63 --- /dev/null +++ b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/p_k.txt @@ -0,0 +1,101 @@ +# p_k +8.623532948930005659e+01 9.592100700773841027e+01 1.066945365665857963e+02 1.186780722621767836e+02 1.320075608968151926e+02 1.468341764872898807e+02 1.633259337665367354e+02 1.816699689140250200e+02 2.020742808773659078e+02 2.247701596117030931e+02 2.500150656244503864e+02 2.780950426865032910e+02 3.093285658610658970e+02 3.440696584927179629e+02 3.827120751846747453e+02 4.256937966042090125e+02 4.735019465884417400e+02 5.266779909053655047e+02 5.858243518980167437e+02 6.516107528087586616e+02 7.247819432857866104e+02 8.061658056341552765e+02 8.966823346270693946e+02 9.973551582875875283e+02 1.109320875575248920e+03 1.233843078766819417e+03 1.372324780649521472e+03 1.526324378689542982e+03 1.697572583979907904e+03 1.887989745776765403e+03 2.099705648478446619e+03 2.335081620449401271e+03 2.596733247643041523e+03 2.887556400567311812e+03 3.210751653492458445e+03 3.569858070132814646e+03 3.968773501267976371e+03 4.411795830860531169e+03 4.903646995178241013e+03 5.449508141116961269e+03 6.055048470370061295e+03 6.726456722865133997e+03 7.470459109392142636e+03 8.294349958044462255e+03 9.205990190781632919e+03 1.021380562863713749e+04 1.132676969527423535e+04 1.255433390893189062e+04 1.390633517476915949e+04 1.539290066281258441e+04 1.702425181127516771e+04 1.881043887059983899e+04 2.076104461616286426e+04 2.288476362206985505e+04 2.518889330508071725e+04 2.767881082502179561e+04 3.035731893451570068e+04 3.322398011277717160e+04 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7.356796457328598250e-03 3.024992622051829103e-03 diff --git a/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/values.txt b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/z.txt b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology5/matter_power_lin_cdm_baryon/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 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index 0000000..44097d4 --- /dev/null +++ b/tests/data_for_testing/cosmology5/sigma_r/sigma2.txt @@ -0,0 +1,50 @@ +# sigma2 +1.664693800232113929e+01 1.602707137526465075e+01 1.542000089173555111e+01 1.482749684545426128e+01 1.425101228765511863e+01 1.369169363029827302e+01 1.315041503689001345e+01 1.262779286774164333e+01 1.212421821743003214e+01 1.163988506825322489e+01 1.117480900892238616e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 1.072885955091525823e+01 +8.882261820956031784e+00 8.551201414601486306e+00 8.226996221326636771e+00 7.910590205568255762e+00 7.602757832918003444e+00 7.304109249127980874e+00 7.015109469741888759e+00 6.736086552248600867e+00 6.467246989908408850e+00 6.208693061963446169e+00 5.960431510460828974e+00 5.722391491923378481e+00 5.722391491923378481e+00 5.722391491923378481e+00 5.722391491923378481e+00 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4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 4.877171759783584248e-02 diff --git a/tests/data_for_testing/cosmology5/sigma_r/values.txt b/tests/data_for_testing/cosmology5/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology5/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology5/sigma_r/z.txt b/tests/data_for_testing/cosmology5/sigma_r/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology5/sigma_r/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/cosmology5/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology5/tinker_bias_function/bias.txt new file mode 100644 index 0000000..c3f1189 --- /dev/null +++ b/tests/data_for_testing/cosmology5/tinker_bias_function/bias.txt @@ -0,0 +1,21 @@ +# bias +6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 6.268149948154638773e-01 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a/tests/data_for_testing/cosmology6/distances/d_a.txt b/tests/data_for_testing/cosmology6/distances/d_a.txt new file mode 100644 index 0000000..11ef73b --- /dev/null +++ b/tests/data_for_testing/cosmology6/distances/d_a.txt @@ -0,0 +1,403 @@ +# d_a +# unit = Mpc +0.000000000000000000e+00 +7.392219398042864498e+01 +1.458452192915251828e+02 +2.158289122688678390e+02 +2.839309605413669715e+02 +3.502069990236851140e+02 +4.147107005273302889e+02 +4.774938613543281463e+02 +5.386064822094926967e+02 +5.980968447416552181e+02 +6.560115840007869110e+02 +7.123957570763370768e+02 +7.672929081623748289e+02 +8.207451302769277390e+02 +8.727931238461954990e+02 +9.234762523489637260e+02 +9.728325952024334811e+02 +1.020898998057607741e+03 +1.067711120660474535e+03 +1.113303482424118329e+03 +1.157709505846753473e+03 +1.200961557901275228e+03 +1.243090989513256091e+03 +1.284128173236338398e+03 +1.324102539226562840e+03 +1.363042609610388354e+03 +1.400976031334798336e+03 +1.437929607582114841e+03 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+4.860344554554202290e+01 +4.860976111634357011e+01 +4.861606036488242921e+01 +4.862234337360038694e+01 diff --git a/tests/data_for_testing/cosmology6/distances/values.txt b/tests/data_for_testing/cosmology6/distances/values.txt new file mode 100644 index 0000000..70eb4b9 --- /dev/null +++ b/tests/data_for_testing/cosmology6/distances/values.txt @@ -0,0 +1,29 @@ +age = 20.302976848154852 +#age unit = Gyr +chistar = 19316.345777722006 +#chistar unit = Mpc +cmbshift = 1.8224446526043403 +da_star = 19.316345777722006 +#da_star unit = Gpc +k_d = 0.08401681588484759 +#k_d unit = 1/Mpc +k_equality = 0.005762234963320721 +#k_equality unit = 1/Mpc +nz = 401 +r_star = 172.01894304580568 +#r_star unit = Mpc +rs_zdrag = 190.42650254727778 +#rs_zdrag unit = Mpc +theta_d = 0.19357919668924525 +#theta_d unit = 100 radian +theta_equality = 1.0526228977684868 +#theta_equality unit = 100 radian +theta_mc = 0.008902358714263842 +#theta_mc unit = radian +theta_rs_equality = 0.5936870768182357 +#theta_rs_equality unit = 100 radian +thetastar = 0.8905356376680683 +#thetastar unit = 100 radian +z_equality = 1887.4300768369667 +zdrag = 997.3526000976562 +zstar = 1139.1308491510392 diff --git a/tests/data_for_testing/cosmology6/distances/z.txt b/tests/data_for_testing/cosmology6/distances/z.txt new file mode 100644 index 0000000..cf1b6cf --- /dev/null +++ b/tests/data_for_testing/cosmology6/distances/z.txt @@ -0,0 +1,402 @@ +# z +0.000000000000000000e+00 +1.000000000000000021e-02 +2.000000000000000042e-02 +2.999999999999999889e-02 +4.000000000000000083e-02 +5.000000000000000278e-02 +5.999999999999999778e-02 +7.000000000000000666e-02 +8.000000000000000167e-02 +8.999999999999999667e-02 +1.000000000000000056e-01 +1.100000000000000006e-01 +1.199999999999999956e-01 +1.300000000000000044e-01 +1.400000000000000133e-01 +1.499999999999999944e-01 +1.600000000000000033e-01 +1.700000000000000122e-01 +1.799999999999999933e-01 +1.900000000000000022e-01 +2.000000000000000111e-01 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a/tests/data_for_testing/cosmology6/growth_parameters/d_z.txt b/tests/data_for_testing/cosmology6/growth_parameters/d_z.txt new file mode 100644 index 0000000..8dec42d --- /dev/null +++ b/tests/data_for_testing/cosmology6/growth_parameters/d_z.txt @@ -0,0 +1,22 @@ +# d_z +8.724808233896386156e-01 +8.433332912387684344e-01 +8.154581664186196788e-01 +7.888471987721494827e-01 +7.634774506641632819e-01 +7.393150268074245579e-01 +7.163182021864870075e-01 +6.944399832734126088e-01 +6.736301594007683136e-01 +6.538369110615277480e-01 +6.350080436107543580e-01 +6.170919113564963254e-01 +6.000380906471420861e-01 +5.837978529145656514e-01 +5.683244807796983267e-01 +5.535734629053438161e-01 +5.395025966233866210e-01 +5.260720216029065588e-01 +5.132442029711565823e-01 +5.009838782900101206e-01 +4.892579795314693780e-01 diff --git a/tests/data_for_testing/cosmology6/growth_parameters/f_z.txt b/tests/data_for_testing/cosmology6/growth_parameters/f_z.txt new file mode 100644 index 0000000..c020a56 --- /dev/null +++ b/tests/data_for_testing/cosmology6/growth_parameters/f_z.txt @@ -0,0 +1,22 @@ +# f_z +6.826962479388961613e-01 +7.099673461273711128e-01 +7.349082100301376208e-01 +7.576457033156309695e-01 +7.783236630213563600e-01 +7.970944063327011220e-01 +8.141122018926647552e-01 +8.295284851336349741e-01 +8.434885392961752881e-01 +8.561293544151048485e-01 +8.675783967145277442e-01 +8.779530560788610938e-01 +8.873605796378084554e-01 +8.958983389383026186e-01 +9.036543134369937613e-01 +9.107077028004696428e-01 +9.171296045755975568e-01 +9.229837126461973851e-01 +9.283270062614112916e-01 +9.332104101120983763e-01 +9.376794137064071721e-01 diff --git a/tests/data_for_testing/cosmology6/growth_parameters/z.txt b/tests/data_for_testing/cosmology6/growth_parameters/z.txt new file mode 100644 index 0000000..5fee31c --- /dev/null +++ b/tests/data_for_testing/cosmology6/growth_parameters/z.txt @@ -0,0 +1,22 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 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4.123384375000000000e+05 3.988836562500000000e+05 3.860964687500000000e+05 3.739540937500000000e+05 3.624170312500000000e+05 3.514350000000000000e+05 3.409724375000000000e+05 3.309957812500000000e+05 3.214669062500000000e+05 3.123581875000000000e+05 3.036529687500000000e+05 2.953252812500000000e+05 2.872766875000000000e+05 2.617907031250000000e+05 2.384522812500000000e+05 2.171067343750000000e+05 1.265866875000000000e+05 7.293308593750000000e+04 4.159390234375000000e+04 2.351411132812500000e+04 1.319256347656250000e+04 7.352862792968750000e+03 4.074482910156250000e+03 2.246340332031250000e+03 1.232854980468750000e+03 6.738875122070312500e+02 3.670057678222656250e+02 1.992009582519531250e+02 1.077731475830078125e+02 5.812016677856445312e+01 3.123215866088867188e+01 1.671050262451171875e+01 diff --git a/tests/data_for_testing/cosmology6/linear_cdm_transfer/k_h.txt b/tests/data_for_testing/cosmology6/linear_cdm_transfer/k_h.txt new file mode 100644 index 0000000..4354a5a --- /dev/null +++ b/tests/data_for_testing/cosmology6/linear_cdm_transfer/k_h.txt @@ -0,0 +1,163 @@ +# k_h +1.273852649319451302e-05 +1.407450781698571518e-05 +1.555060225655324757e-05 +1.718150633678305894e-05 +1.898345544759649783e-05 +2.097438846249133348e-05 +2.317412327101919800e-05 +2.560456050559878349e-05 +2.828989636327605695e-05 +3.125686271232552826e-05 +3.453499448369257152e-05 +3.815692980424501002e-05 +4.215872104396112263e-05 +4.658021134673617780e-05 +5.146541661815717816e-05 +5.686296572093851864e-05 +6.282659160206094384e-05 +6.941567698959261179e-05 +7.669579645153135061e-05 +8.473944035358726978e-05 +9.362667333334684372e-05 +1.034459783113561571e-04 +1.142951077781617641e-04 +1.262820587726309896e-04 +1.395261788275092840e-04 +1.541592937428504229e-04 +1.703270972939208150e-04 +1.881905191112309694e-04 +2.079274272546172142e-04 +2.297342725796625018e-04 +2.538281551096588373e-04 +2.804489631671458483e-04 +3.098616725765168667e-04 +3.423590969759970903e-04 +3.782647836487740278e-04 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+2.933644771575927734e+00 +4.094231128692626953e+00 +5.713959693908691406e+00 +7.974472999572753906e+00 +1.112927436828613281e+01 +1.553215312957763672e+01 +2.167686653137207031e+01 +3.025250244140625000e+01 +4.222076797485351562e+01 +5.892382812500000000e+01 +8.223483276367187500e+01 +1.147679519653320312e+02 +1.601715698242187500e+02 diff --git a/tests/data_for_testing/cosmology6/linear_cdm_transfer/values.txt b/tests/data_for_testing/cosmology6/linear_cdm_transfer/values.txt new file mode 100644 index 0000000..4e1dc89 --- /dev/null +++ b/tests/data_for_testing/cosmology6/linear_cdm_transfer/values.txt @@ -0,0 +1 @@ +_cosmosis_order_delta_cdm = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology6/linear_cdm_transfer/z.txt b/tests/data_for_testing/cosmology6/linear_cdm_transfer/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology6/linear_cdm_transfer/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 +2.777777777777777901e-01 +2.833333333333333259e-01 +2.888888888888889173e-01 +2.944444444444444531e-01 +2.999999999999999889e-01 +3.055555555555555802e-01 +3.111111111111111160e-01 +3.166666666666666519e-01 +3.222222222222222432e-01 +3.277777777777777790e-01 +3.333333333333333703e-01 +3.388888888888889062e-01 +3.444444444444444420e-01 +3.500000000000000333e-01 +3.555555555555555691e-01 +3.611111111111111049e-01 +3.666666666666666963e-01 +3.722222222222222321e-01 +3.777777777777777679e-01 +3.833333333333333592e-01 +3.888888888888888951e-01 +3.944444444444444864e-01 +4.000000000000000222e-01 +4.055555555555555580e-01 +4.111111111111111494e-01 +4.166666666666666852e-01 +4.222222222222222210e-01 +4.277777777777778123e-01 +4.333333333333333481e-01 +4.388888888888888840e-01 +4.444444444444444753e-01 +4.500000000000000111e-01 +4.555555555555555469e-01 +4.611111111111111382e-01 +4.666666666666666741e-01 +4.722222222222222654e-01 +4.777777777777778012e-01 +4.833333333333333370e-01 +4.888888888888889284e-01 +4.944444444444444642e-01 +5.000000000000000000e-01 +5.055555555555555358e-01 +5.111111111111111827e-01 +5.166666666666667185e-01 +5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology6/mass_function/dndlnmh.txt b/tests/data_for_testing/cosmology6/mass_function/dndlnmh.txt new file mode 100644 index 0000000..91f0932 --- /dev/null +++ b/tests/data_for_testing/cosmology6/mass_function/dndlnmh.txt @@ -0,0 +1,101 @@ +# dndlnmh +7.835463509314290604e+03 5.697460134585154265e+03 4.367994134980632225e+03 3.612481807483665307e+03 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a/tests/data_for_testing/cosmology6/mass_function/r_h.txt b/tests/data_for_testing/cosmology6/mass_function/r_h.txt new file mode 100644 index 0000000..d53899e --- /dev/null +++ b/tests/data_for_testing/cosmology6/mass_function/r_h.txt @@ -0,0 +1,970 @@ +# r_h +3.399931360036134720e-03 +3.434102050960063934e-03 +3.468614537268877029e-03 +3.503475571051239967e-03 +3.538685152307152748e-03 +3.574250265955924988e-03 +3.610171144828200340e-03 +3.646455006673932076e-03 +3.683101385831832886e-03 +3.720118198543787003e-03 +3.757504979148507118e-03 +3.795269411057233810e-03 +3.833411494269967079e-03 +3.871938912197947502e-03 +3.910851664841175079e-03 +3.950157202780246735e-03 +3.989855758845806122e-03 +4.029955714941024780e-03 +4.070456139743328094e-03 +4.111365880817174911e-03 +4.152684938162565231e-03 +4.194420762360095978e-03 +4.236574750393629074e-03 +4.279153887182474136e-03 +4.322159104049205780e-03 +4.365598317235708237e-03 +4.409474320709705353e-03 +4.453789442777633667e-03 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b/tests/data_for_testing/cosmology6/mass_function/values.txt @@ -0,0 +1 @@ +_cosmosis_order_dndlnrh = u'z_cosmosis_order_r_h' diff --git a/tests/data_for_testing/cosmology6/mass_function/z.txt b/tests/data_for_testing/cosmology6/mass_function/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology6/mass_function/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 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2.670519708560526055e+02 2.551400836800126797e+02 2.439377626240630548e+02 2.333872697750355485e+02 2.234631948237106087e+02 2.141115328630271506e+02 2.053145053040030916e+02 1.970346904178665000e+02 1.892226873098330771e+02 1.818453128159626431e+02 1.748710443480452454e+02 1.682635933391514982e+02 1.619980103040670087e+02 1.560603172460542112e+02 1.504266524282419084e+02 1.450261254771275787e+02 1.282295295464560638e+02 1.132703998054243613e+02 9.997566831186162517e+01 4.849014462188244323e+01 2.296460756795232783e+01 1.065621026347482569e+01 4.858860218127971642e+00 2.182070477962873234e+00 9.670623118154441089e-01 4.236562654605885991e-01 1.837125400971403311e-01 7.894324272219835348e-02 3.364639792035905436e-02 1.423386032254664139e-02 5.979404007497099091e-03 2.494433381142136408e-03 1.032892675552487529e-03 4.238947165861011303e-04 1.718856961350428514e-04 diff --git a/tests/data_for_testing/cosmology6/matter_power_lin/values.txt b/tests/data_for_testing/cosmology6/matter_power_lin/values.txt new file mode 100644 index 0000000..8140981 --- /dev/null +++ b/tests/data_for_testing/cosmology6/matter_power_lin/values.txt @@ -0,0 +1 @@ +_cosmosis_order_p_k = u'z_cosmosis_order_k_h' diff --git a/tests/data_for_testing/cosmology6/matter_power_lin/z.txt b/tests/data_for_testing/cosmology6/matter_power_lin/z.txt new file mode 100644 index 0000000..6c3484e --- /dev/null +++ b/tests/data_for_testing/cosmology6/matter_power_lin/z.txt @@ -0,0 +1,101 @@ +# z +0.000000000000000000e+00 +5.555555555555555768e-03 +1.111111111111111154e-02 +1.666666666666666644e-02 +2.222222222222222307e-02 +2.777777777777777971e-02 +3.333333333333333287e-02 +3.888888888888888951e-02 +4.444444444444444614e-02 +5.000000000000000278e-02 +5.555555555555555941e-02 +6.111111111111111605e-02 +6.666666666666666574e-02 +7.222222222222222932e-02 +7.777777777777777901e-02 +8.333333333333334259e-02 +8.888888888888889228e-02 +9.444444444444444198e-02 +1.000000000000000056e-01 +1.055555555555555552e-01 +1.111111111111111188e-01 +1.166666666666666685e-01 +1.222222222222222321e-01 +1.277777777777777957e-01 +1.333333333333333315e-01 +1.388888888888888951e-01 +1.444444444444444586e-01 +1.499999999999999944e-01 +1.555555555555555580e-01 +1.611111111111111216e-01 +1.666666666666666852e-01 +1.722222222222222210e-01 +1.777777777777777846e-01 +1.833333333333333481e-01 +1.888888888888888840e-01 +1.944444444444444475e-01 +2.000000000000000111e-01 +2.055555555555555747e-01 +2.111111111111111105e-01 +2.166666666666666741e-01 +2.222222222222222376e-01 +2.277777777777777735e-01 +2.333333333333333370e-01 +2.388888888888889006e-01 +2.444444444444444642e-01 +2.500000000000000000e-01 +2.555555555555555913e-01 +2.611111111111111271e-01 +2.666666666666666630e-01 +2.722222222222222543e-01 +2.777777777777777901e-01 +2.833333333333333259e-01 +2.888888888888889173e-01 +2.944444444444444531e-01 +2.999999999999999889e-01 +3.055555555555555802e-01 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+5.222222222222222543e-01 +5.277777777777777901e-01 +5.333333333333333259e-01 +5.388888888888888618e-01 +5.444444444444445086e-01 +5.500000000000000444e-01 diff --git a/tests/data_for_testing/cosmology6/matter_power_lin_cdm_baryon/k_h.txt b/tests/data_for_testing/cosmology6/matter_power_lin_cdm_baryon/k_h.txt new file mode 100644 index 0000000..4354a5a --- /dev/null +++ b/tests/data_for_testing/cosmology6/matter_power_lin_cdm_baryon/k_h.txt @@ -0,0 +1,163 @@ +# k_h +1.273852649319451302e-05 +1.407450781698571518e-05 +1.555060225655324757e-05 +1.718150633678305894e-05 +1.898345544759649783e-05 +2.097438846249133348e-05 +2.317412327101919800e-05 +2.560456050559878349e-05 +2.828989636327605695e-05 +3.125686271232552826e-05 +3.453499448369257152e-05 +3.815692980424501002e-05 +4.215872104396112263e-05 +4.658021134673617780e-05 +5.146541661815717816e-05 +5.686296572093851864e-05 +6.282659160206094384e-05 +6.941567698959261179e-05 +7.669579645153135061e-05 +8.473944035358726978e-05 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b/tests/data_for_testing/cosmology6/matter_power_lin_cdm_baryon/p_k.txt @@ -0,0 +1,101 @@ +# p_k +2.658713224717977752e+01 2.956981892872674322e+01 3.288712595109889492e+01 3.657657333727010496e+01 4.067992270956934675e+01 4.524356851231624432e+01 5.031918357017498522e+01 5.596418894200701999e+01 6.224239992168200075e+01 6.922489268838862131e+01 7.699062557180751298e+01 8.562745102807446074e+01 9.523303439096518730e+01 1.059159904657871607e+02 1.177970843962708329e+02 1.310106995651563864e+02 1.457060296193387785e+02 1.620492232099558692e+02 1.802247898341755388e+02 2.004378883394230684e+02 2.229166246444931403e+02 2.479144117663462623e+02 2.757128929519747658e+02 3.066249256277670270e+02 3.409980897340223009e+02 3.792181384168293903e+02 4.217134227993767581e+02 4.689589132850806550e+02 5.214819060797915427e+02 5.798660517388941571e+02 6.447580641857574619e+02 7.168734068951071094e+02 7.970026851188140427e+02 8.860185367187528982e+02 9.848827398960967230e+02 1.094652780832004510e+03 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1.671457341063615001e-02 1.575203187213109965e-02 1.486277260904273791e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 1.404051175451225160e-02 diff --git a/tests/data_for_testing/cosmology6/sigma_r/values.txt b/tests/data_for_testing/cosmology6/sigma_r/values.txt new file mode 100644 index 0000000..42ad6e0 --- /dev/null +++ b/tests/data_for_testing/cosmology6/sigma_r/values.txt @@ -0,0 +1 @@ +_cosmosis_order_sigma2 = u'r_cosmosis_order_z' diff --git a/tests/data_for_testing/cosmology6/sigma_r/z.txt b/tests/data_for_testing/cosmology6/sigma_r/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology6/sigma_r/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/cosmology6/tinker_bias_function/bias.txt b/tests/data_for_testing/cosmology6/tinker_bias_function/bias.txt new file mode 100644 index 0000000..a6c7e01 --- /dev/null +++ b/tests/data_for_testing/cosmology6/tinker_bias_function/bias.txt @@ -0,0 +1,21 @@ +# bias +6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 6.698581852781293478e-01 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3.274391903672275284e+00 3.641747909186951571e+00 4.069192759354020694e+00 4.568101521646228846e+00 5.152267882783144515e+00 5.838517130242181885e+00 6.647446359353904377e+00 7.604278100969372289e+00 8.739989881588730469e+00 1.009280791425307733e+01 1.171005928205302205e+01 1.365049038870971998e+01 1.598727413977467648e+01 1.881188459948888436e+01 2.223908416804530930e+01 2.641338749387029949e+01 3.151762997090703067e+01 3.778430229904963511e+01 4.551075046633199861e+01 5.507928432741329061e+01 6.698180057026455358e+01 8.184370684045090627e+01 1.004430467973011787e+02 1.237502872496242929e+02 1.530312696471776803e+02 1.655700801353393103e+02 1.655700801353393103e+02 diff --git a/tests/data_for_testing/cosmology6/tinker_bias_function/ln_mass_h.txt b/tests/data_for_testing/cosmology6/tinker_bias_function/ln_mass_h.txt new file mode 100644 index 0000000..60f55b1 --- /dev/null +++ b/tests/data_for_testing/cosmology6/tinker_bias_function/ln_mass_h.txt @@ -0,0 +1,101 @@ +# ln_mass_h 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+3.379450646586210638e+01 +3.402709081868978558e+01 +3.425967517151746478e+01 +3.449225952434515108e+01 +3.472484387717283028e+01 +3.495742823000050947e+01 +3.519001258282818867e+01 +3.542259693565587497e+01 +3.565518128848355417e+01 +3.588776564131124047e+01 +3.612034999413891967e+01 +3.635293434696659887e+01 +3.658551869979428517e+01 +3.681810305262196437e+01 +3.705068740544964356e+01 +3.728327175827732276e+01 +3.751585611110500906e+01 +3.774844046393268826e+01 +3.798102481676036746e+01 +3.821360916958804665e+01 +3.844619352241572585e+01 +3.867877787524341926e+01 +3.891136222807109846e+01 +3.914394658089877765e+01 diff --git a/tests/data_for_testing/cosmology6/tinker_bias_function/nu.txt b/tests/data_for_testing/cosmology6/tinker_bias_function/nu.txt new file mode 100644 index 0000000..09985dc --- /dev/null +++ b/tests/data_for_testing/cosmology6/tinker_bias_function/nu.txt @@ -0,0 +1,21 @@ +# nu +5.380224317062136663e-01 5.380224317062136663e-01 5.380224317062136663e-01 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b/tests/data_for_testing/cosmology6/tinker_bias_function/z.txt new file mode 100644 index 0000000..aac424b --- /dev/null +++ b/tests/data_for_testing/cosmology6/tinker_bias_function/z.txt @@ -0,0 +1,21 @@ +# z +0.000000000000000000e+00 +5.000000000000000278e-02 +1.000000000000000056e-01 +1.500000000000000222e-01 +2.000000000000000111e-01 +2.500000000000000000e-01 +3.000000000000000444e-01 +3.500000000000000333e-01 +4.000000000000000222e-01 +4.500000000000000111e-01 +5.000000000000000000e-01 +5.500000000000000444e-01 +6.000000000000000888e-01 +6.500000000000000222e-01 +7.000000000000000666e-01 +7.500000000000000000e-01 +8.000000000000000444e-01 +8.500000000000000888e-01 +9.000000000000000222e-01 +9.500000000000000666e-01 diff --git a/tests/data_for_testing/y_profiles.csv b/tests/data_for_testing/y_profiles.csv new file mode 100644 index 0000000..0601b97 --- /dev/null +++ b/tests/data_for_testing/y_profiles.csv @@ -0,0 +1,4849 @@ +ibin,M200,z,r,y,P 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+47,999999999999998.9,0.35,14.85,7.427793537260876e-11,3.57073786266626e-11 +47,999999999999998.9,0.35,15.0,0.0,3.3848638442591647e-11 diff --git a/tests/test_pressure.py b/tests/test_pressure.py new file mode 100644 index 0000000..af5de86 --- /dev/null +++ b/tests/test_pressure.py @@ -0,0 +1,412 @@ +from __future__ import division +from cluster_toolkit import pressure as pp +from cosmology import get_cosmology, convert_mass +from itertools import product +import math +import matplotlib.pyplot as plt +import numpy as np +import os +import pandas as pd +import pytest +import random +from scipy.interpolate import interp1d + + +def sample_rMz(): + # Log-space masses between 1e14 and 5e15 Msun + lnMlow, lnMhigh = math.log(1e14), math.log(5e15) + M = math.exp(lnMlow + (lnMhigh - lnMlow) * random.random()) + # Evenly space radii between 0.01 and 3 Mpc + r = 0.01 + 2.99*random.random() + # Evenly space redshift between 0.01 and 1 + z = 0.01 + 0.99*random.random() + return r, M, z + + +def do_test_projection_approximation(n, epsrel=1e-4): + cosmo = get_cosmology(n) + r, M, z = sample_rMz() + + bbps = pp.BBPSProfile(M, z, cosmo) + + # Compute the 'true' value + expected = bbps._projected_pressure_real(r, cosmo['chi'], cosmo['z_chi'], + epsrel=epsrel*0.01) + + # Compute the approximate value + actual = bbps._projected_pressure(r, epsrel=epsrel*0.01) + + # Check that the relative difference is acceptable + assert abs((expected - actual) / expected) < epsrel + + +def test_projection_approximation_0(): + for i in range(8): + do_test_projection_approximation(0) + + +def test_projection_approximation_1(): + for i in range(8): + do_test_projection_approximation(1) + + +def test_projection_approximation_2(): + for i in range(8): + do_test_projection_approximation(2) + + +def test_projection_approximation_3(): + for i in range(8): + do_test_projection_approximation(3) + + +def test_projection_approximation_4(): + for i in range(8): + do_test_projection_approximation(4) + + +def test_projection_approximation_5(): + for i in range(8): + do_test_projection_approximation(5) + + +def test_projection_approximation_6(): + for i in range(8): + do_test_projection_approximation(6) + + +# TODO: change this to remove pandas dependency +def test_pressure(): + cosmo = get_cosmology(0) + profiles = pd.read_csv(os.path.join(os.path.dirname(__file__), + 'data_for_testing/y_profiles.csv')) + for ibin in profiles.ibin.unique(): + bin_ = profiles[profiles.ibin == ibin] + Xh = 0.76 + # TODO better way to get this? + row1 = next(bin_.iterrows())[1] + M200, z = row1.M200, row1.z + bbps = pp.BBPSProfile(M200, z, cosmo) + for r, P in zip(bin_.r, bin_.P): + ourP = bbps.pressure(r) + # Convert to dimensionless `y` (see pp.projected_y_BBPS) + ourP *= 1.61574202e+15 + # Make unitful + # Adjust P_{gas} to P_{electron} + ourP *= (2 * Xh + 2) / (5 * Xh + 3) + assert abs((ourP - P) / P) < 5e-3 + + +# TODO: change this to remove pandas dependency +@pytest.mark.skip(reason='fiducial table used different integration method') +def test_y_projection(): + cosmo = get_cosmology(0) + profiles = pd.read_csv(os.path.join(os.path.dirname(__file__), + 'data_for_testing/y_profiles.csv')) + for ibin in profiles.ibin.unique(): + bin_ = profiles[profiles.ibin == ibin] + # TODO better way to get this? + row1 = next(bin_.iterrows())[1] + M200, z = row1.M200, row1.z + bbps = pp.BBPSProfile(M200, z, cosmo) + for r, y in zip(bin_.r, bin_.y): + oury = bbps.compton_y(r) + # Convert to dimensionless `y` (see pp.projected_y_BBPS) + assert abs((oury - y) / y) < 1e-2 + + +def test_pressure_fourier(): + cosmo = get_cosmology(0) + Ms = [2e13, 5e14, 5e14, 2e15] + zs = [0.1, 0.2, 0.3] + # Units: Mpc + rmin, nr = 20, 500 + for m, z in product(Ms, zs): + halo = pp.BBPSProfile(m, z, cosmo) + # Compare both Python and C versions of the Fourier transform + ks, ps = halo._fft_fourier_pressure(rmin, nr) + ps_C = halo.fourier_pressure(ks) + msk = ks < 10 + assert np.all(np.abs((ps[msk] - ps_C[msk]) / ps[msk]) < 1e-2) + + +def test_inverse_3d_fourier(): + # Create our test halo + M, z = 1e14, 0.2 + omega_b, omega_m = 0.04, 0.28 + h0 = 0.7 + halo = pp.BBPSProfile(M, z, + {'omega_b': omega_b, 'omega_m': omega_m, 'h0': h0}) + + # Create our real and Fourier space evaluation grids + rs = np.geomspace(0.01, 15, 100) + ks = np.geomspace(0.01, 1000, 1000) + + true_pressure = halo.pressure(rs) + + # Convert the pressure profile to Fourier space, and back again + Fs = halo.fourier_pressure(ks) + epsabs = halo.pressure(halo.R_delta * 2) + ifft_pressure = pp.inverse_spherical_fourier_transform(rs, ks, Fs, + epsabs=epsabs) + + # Check that the answer is right + diff = np.abs(true_pressure - ifft_pressure) + passes = ((diff / true_pressure) < 1e-1) | (diff < epsabs) + assert np.all(passes) + + +def test_two_way_3d_fourier(): + ''' + Ensure that forward and backward 3d symmetric FTs are properly + normalized inverses. + ''' + rs = np.geomspace(0.1, 5, 75) + real = np.exp(-rs*rs / 2) + ks = np.geomspace(1 / (5 * 2 * np.pi), 20, 75) + + epsabs = 1e-3 + ftd = pp.forward_spherical_fourier_transform(ks, rs, real, epsabs=epsabs) + back = pp.inverse_spherical_fourier_transform(rs, ks, ftd, epsabs=epsabs) + + diff = np.abs(real - back) + passes = ((diff / real) < 1e-2) | (diff < epsabs) + assert np.all(passes) + + +def test_2d_fourier(): + ''' + Ensure that forward and backward 2d symmetric FTs are properly + normalized inverses. + ''' + def gaussian_2d(r, sigma): + const = 1 / (2 * np.pi * sigma * sigma) + return const * np.exp(-r*r / (2 * sigma * sigma)) + + rs = np.geomspace(0.01, 10, 2000) + ks = np.copy(rs) + + epsabs = 1e-5 + epsrel = 1e-3 + + for sigma in [0.5, 1, 2]: + real = gaussian_2d(rs, sigma) + ftd = pp.forward_circular_fourier_transform(ks, rs, real, + epsabs=epsabs, + epsrel=epsrel) + + # Inverse should be e^(-k^2 \sigma^2 / 2) + expected_fsp = np.exp(-ks*ks * sigma*sigma / 2) + diff_fsp = np.abs(expected_fsp - ftd) + passes_fsp = ((diff_fsp / expected_fsp) < epsrel) | (diff_fsp < epsabs) + assert np.all(passes_fsp) + + back = pp.inverse_circular_fourier_transform(rs, ks, ftd, + epsabs=epsabs, + epsrel=epsrel) + + # Make sure we reconstruct original + diff = np.abs(real - back) + passes = ((diff / real) < epsrel) | (diff < epsabs) + assert np.all(passes) + + +def test_proj_slice(): + ''' + According to the projection-slice theorem, the 2d fourier transform of an + Abel transform (LOS projection) should be equivalent to a slice of the + 3D fourier transform. + + In the language of the functions here, this means that: + + forward_circular_fourier_transform(abel_transform(f)) == + forward_spherical_fourier_transform(f) + + The proj.-sl. thm is a mathematical fact, so this test is a sanity check + that our functions are properly normalized, and work well enough to use it. + ''' + def gaussian(r, sigma): + ''' + A 3d gaussian + ''' + const = (2 * np.pi)**(1.5) * sigma**3 + return np.exp(-r*r / 2 * (sigma * sigma)) / const + + rs = np.geomspace(0.01, 20, 1000) + r_trans = np.geomspace(0.01, 10, 1000) + ks = np.geomspace(0.1, 10, 100) + + epsabs = 1e-3 + epsrel = 1e-3 + for sigma in [0.5, 1, 2]: + g = gaussian(rs, sigma) + abel_transformed = pp.abel_transform(rs, g, r_trans) + ft_2d = pp.forward_circular_fourier_transform(ks, r_trans, abel_transformed, + epsabs=epsabs, epsrel=epsrel) + + ft_3d = pp.forward_spherical_fourier_transform(ks, rs, g, + epsabs=epsabs) + + diff = np.abs(ft_2d - ft_3d) + assert np.all((diff < 10*epsabs) | ((diff / np.abs(ft_3d)) < 5*epsrel)) + + +def test_spline_integration(): + xs = np.arange(0.5, 10, 0.5) + + # Test a simple quadratic + ys = xs**2 - 3 * xs + for a, b in [(1, 2), (2, 3), (3, 5), (2, 9.3), (0.7, 8.5)]: + res = pp.integrate_spline(xs, ys, a, b) + truth = (b**3 / 3 - 3 * b**2 / 2) - (a**3 / 3 - 3 * a**2 / 2) + assert (abs(res - truth) / truth) < 1e-4 + + # Test integrating over log + res = pp.integrate_spline(np.log(xs), xs*ys, np.log(a), np.log(b)) + assert (abs(res - truth) / truth) < 1e-4 + + # Test a simple cubic + ys = xs**3 - xs**2 + xs + for a, b in [(1, 2), (2, 3), (3, 5), (2, 9.3), (0.7, 8.5)]: + res = pp.integrate_spline(xs, ys, a, b) + end = b**4 / 4 - b**3 / 3 + b**2 / 2 + start = a**4 / 4 - a**3 / 3 + a**2 / 2 + truth = end - start + assert (abs(res - truth) / truth) < 1e-3 + + # Test integrating over log + res = pp.integrate_spline(np.log(xs), xs*ys, np.log(a), np.log(b)) + assert (abs(res - truth) / truth) < 1e-2 + + +def test_abel_transform(): + # Abel(tophat from 0 to a) = 2 sqrt(a*a - x*x) + xs = np.array([0, 0.5, 1]) + ys = np.array([1, 1, 1]) + + rs = np.linspace(0, 2, 100) + + for a in np.geomspace(0.1, 10, 10): + result = pp.abel_transform(a*xs, ys, rs) + truth = 2 * np.sqrt(a*a - rs[rs <= a]**2) + + assert (np.abs(truth - result[rs <= a]) / truth <= 1e-2).all() + assert (result[rs > a] == 0).all() + + # Abel tophat of Gaussian + epsabs = 1e-18 + xs = np.linspace(0.001, 5, 1000) + rs = np.geomspace(0.1, 2, 50) + + for sigma in np.geomspace(0.1, 1, 10): + ys = np.exp(-xs*xs/sigma/sigma) + result = pp.abel_transform(xs, ys, rs, epsabs=epsabs) + truth = sigma * np.sqrt(np.pi) * np.exp(-rs*rs/sigma/sigma) + + diff = (np.abs(truth - result) / truth) + cond = (diff < 1e-3) | (np.abs(result) < epsabs) + assert cond.all() + + +def test_convolution_methods(): + ''' + There are two convolution methods - one is an analytical method, performing + the convolution in fourier space and using GSL integration methods to + convert to and from fourier space. The other creates a "fake image" on a + grid, and uses astropy methods to perform the convolution. We want to test + that they are equivalent. + ''' + + epsabs = 1e-8 + epsrel = 1e-3 + Ms = [1e14, 5e14, 1e15] + zs = [0.1, 0.2, 0.3] + + cosmo = get_cosmology(0) + thetas = np.geomspace(0.1, 30, 100) + for M in Ms: + for z in zs: + da = cosmo['d_a_i'](z) + halo = pp.BBPSProfile(M, z, cosmo) + + integration_method = halo.convolved_y(thetas, da, + epsabs=epsabs, + epsrel=epsrel) + grid_method = halo.convolved_y_fft(thetas, da, + epsabs=epsabs, + epsrel=epsrel) + + diff = integration_method - grid_method + frac_diff = np.abs(diff / integration_method) + + assert np.all((np.abs(diff) < 2*epsabs) | (frac_diff < 0.01)) + + +@pytest.mark.skip(reason='plots') +def test_2halo(): + cosmo = get_cosmology(0) + rs = np.geomspace(0.1, 10, 20) + ks = np.geomspace(0.1, 20, 100) + z = 0.2 + # Create mass def interpolation table + m200c_lo = convert_mass(cosmo['hmf_m'].min(), z, + mdef_in='200m', mdef_out='200c') + m200c_hi = convert_mass(cosmo['hmf_m'].max(), z, + mdef_in='200m', mdef_out='200c') + m200c = np.geomspace(m200c_lo * 0.95, m200c_hi * 1.05, cosmo['hmf_m'].size) + m200m = convert_mass(m200c, z, mdef_in='200c', mdef_out='200m') + # Do two-halo computation + cosmo['hmf_f'] = cosmo['hmf_dndm'] + th = pp.TwoHaloProfile(cosmo, m200m, m200c) + two_halo = th.two_halo(rs, ks, z) + plt.plot(rs, two_halo) + plt.loglog() + plt.show() + + +@pytest.mark.skip(reason='plots') +def test_convolved_2h(): + cosmo = get_cosmology(0) + rs_2h = np.geomspace(0.01, 40, 200) + rs_proj = np.geomspace(0.05, 20, 60) + ks = np.geomspace(0.1, 20, 100) + fig, axs = plt.subplots(nrows=2, ncols=1, sharex=True, + gridspec_kw={'height_ratios': [2, 1]}) + axs[0].loglog() + + for z in [0.1, 0.2, 0.4]: + # Create mass def interpolation table + m200c_lo = convert_mass(cosmo['hmf_m'].min(), z, + mdef_in='200m', mdef_out='200c') + m200c_hi = convert_mass(cosmo['hmf_m'].max(), z, + mdef_in='200m', mdef_out='200c') + m200c = np.geomspace(m200c_lo * 0.95, m200c_hi * 1.05, + cosmo['hmf_m'].size) + m200m = convert_mass(m200c, z, mdef_in='200c', mdef_out='200m') + # Do two-halo computation + cosmo['hmf_f'] = cosmo['hmf_dndm'] + th = pp.TwoHaloProfile(cosmo, m200m, m200c) + + da = cosmo['d_a_i'](z) + # Compare the mock-image-fft method to the analytic Fourier-space + # convolution + thetas = rs_proj * (180 / np.pi) * (60 / da) + two_halo_fft_convolved = th.convolved_y(thetas, da, z, rs_2h, ks) + two_halo_psl_convolved = th.convolved_y_FT(thetas, da, z, ks) + axs[0].plot(thetas, two_halo_fft_convolved, + label='FFT method, z={}'.format(z)) + axs[0].plot(thetas, two_halo_psl_convolved, + label='Proj.-slice metho, z={}'.format(z)) + axs[0].loglog() + axs[1].plot(thetas, + (two_halo_fft_convolved - two_halo_psl_convolved) + / two_halo_psl_convolved, + label='Fractional residual z={}'.format(z)) + + axs[0].legend() + axs[0].set_ylabel('Compton-$y$') + axs[1].legend() + axs[1].set_ylim((-0.02, 0.02)) + axs[1].set_ylabel('Fractional residual') + axs[1].set_xlabel('Radius from cluster ($Mpc$)') + plt.show()