From fef2edb5f8d8bf4147c7f909b001754531529809 Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Wed, 10 Jun 2026 07:14:02 -0400 Subject: [PATCH 1/9] Added Cacciato CLF formalism hod_cacciato.py: Cacciato HOD class, has been visually validated by plotting the HOD. The plotting and validation code will be updated in future. This code needs to be checked for any required changes in _real and _fourier methods of the parent class. pk2d_cacciato_hod.py: Dedicated pk2d from HOD derived from Cacciato2013 CLF. This is a wrapper similar to modelling.py but adopted to strongly insist on halo mass definition. It will crash if the halo mass definition is not 200m. This can be easily relaxed, but at the moment kept so to be consistent with Cacciato+2013. I'll have to run these codes in the full pipeline setup to produce theory data vectors and validate agaist Cacciato paper. There are some challenges w.r.t. what concentration relation to use. High mass end of the halos seem to have a lot of variation in concentration across different concentration modules of CCL. --- src/dsf/hod_cacciato.py | 296 +++++++++++++++++++++++++++++++++++ src/dsf/pk2d_cacciato_hod.py | 135 ++++++++++++++++ 2 files changed, 431 insertions(+) create mode 100644 src/dsf/hod_cacciato.py create mode 100644 src/dsf/pk2d_cacciato_hod.py diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py new file mode 100644 index 0000000..8be05fb --- /dev/null +++ b/src/dsf/hod_cacciato.py @@ -0,0 +1,296 @@ +from typing import Union, Optional +import numpy as np +from scipy.special import erf, gammaincc, gamma +import pyccl as ccl + +@np.vectorize(excluded=["a"]) +def safe_upper_gamma(a, x): + if x <= 0 and a <= 0: + return np.inf + if a > 0: + return gammaincc(a, x) * gamma(a) + return (safe_upper_gamma(a + 1, x) - x**a * np.exp(-x)) / a + +class CacciatoHOD(ccl.halos.HaloProfileHOD): + """ + Inputs: + mass_def: Halo mass definition (e.g., '200m' or a MassDef object). + cM_rel: Concentration-mass relation (e.g., 'Duffy08' or a Concentration + object). To apply the `eta` multiplicative factor, cM_rel should be a + class wrapped around pyccl.halos.concentration that manages the + multiplication. + + HOD model based on Cacciato et al. (2013) has 9 free parameters as + listed below: + - log_L1/log_L2: log10(luminosity bin edge) of the lens sample being + modelled. (log_L2>log_L1) + - log_L0: log10 of the normalization factor (L0) of the central galaxy + luminosity-halo mass scaling relation, L_c(M). + - log_M1: log10 of the characteristic halo mass scale (M1), such that + L_c(M) \prop M^{\gamma_1} for halo-mass, M << M1 + - gamma_1: slope of the central galaxy luminosity-halo mass scaling + relation, L_c(M) at the low-mass end (M << M1). + - gamma_2: slope of the central galaxy luminosity-halo mass scaling + relation, L_c(M) at the high-mass end (M >> M1). + - sigma_c: scatter in the luminosities of central galaxies in the + sample populating a fixed halo mass, M. + - alpha_s: faint end of the slope of the satellite galaxy occupation + number. Currently, assumed independent of (M,z), but can be + generalised. + - b_0, b_1, b_2: parameters affecting the overall scaling of the the + satellite galaxy HOD/CLF/LF. + + With additional nusance parameters: + - eta: A multiplicative factor, as described in Cacciato+2013 for parent + halo concentration + - R_s: A multiplicative factor, alters the concentration of the + satellite distribution. R_s=1 corresponds to fiducial case, where + satellites follow NFW of parent halo. + + Note: + + HODs are unitless. But the characteristic masses and luminosities hold + the information of units and scalings involved. Here, we require the + masses and Luminosities in Msun/h and Lsun/h^2 respectively to make + sure that the Cacciato+13 CLF parameters can be directly passed. + + CCL HMF is given as dn/dlog10(m[Msun]), so make sure to work with + masses in Msun units out of the HOD definition and use logarithmic base + 10 mass bins for integration. + + To use the Cacciato+2013 HOD parameters as is, all the methods expect + the mass to be in Msun/h. So an internal conversion of pyCCL's Msun + mass is implemented where necessary. + + For Cacciato specific usecase, we do not vary free parameters in + redshift dependent manner. + + eta: multiplicative factor for parent halo concentration + set eta=0. to avoid scaling the c-M relation for the parent halo. + R_s: multiplicative factor for satellite/subhalo occupation + set R_s=1. to populate satellites following the same density distr + as the parent's NFW. + """ + def __init__( + self, + *, + # halo mass def + mass_def: Union[str, ccl.halos.MassDef], + # mass profile + cM_rel: Union[str, ccl.halos.Concentration], + # sample bin def + log_L1, log_L2, + # hubble const + hval=0.739, + # CLF pars + log_L0=9.95, log_M1=11.24, + gamma_1=3.18, gamma_2=0.245, + sigma_c=0.157, alpha_s=-1.18, + b_0=-1.17, b_1=1.53, b_2=-0.217, + # central prof pars + eta=0., + # satellite prof pars + R_s=1., + ): + super().__init__(mass_def=mass_def, concentration=cM_rel) + # disable (set to None) the vanilla HOD parameters not applicable to this CLF. + self._disable_vanilla_hod_parameters() + + # define inputs that don't change throughout the analysis. + self.hval = hval + self.cM = cM_rel + self.ns_independent = False + # sample luminosity bin definition + self.log_L1 = log_L1 + self.log_L2 = log_L2 + # update/define the CLF free parameters + self.R_s = R_s + bg_0 = 1./self.R_s + # followings are to be fixed for Cacciato like work + bg_p=0. + bmax_0=1. + bmax_p=0. + self.update_parameters( + log_L0=log_L0,log_M1=log_M1, gamma_1=gamma_1, gamma_2=gamma_2, + sigma_c=sigma_c, alpha_s=alpha_s, b_0=b_0, b_1=b_1, b_2=b_2, + bg_0=bg_0, bg_p=bg_p, bmax_0=bmax_0, bmax_p=bmax_p, eta=eta, + ) + + def _disable_vanilla_hod_parameters(self): + """Nullify standard HOD parameters not utilized by the Cacciato CLF framework.""" + unused_attrs = [ + "log10Mmin_0", "log10Mmin_p", "log10M0_0", "log10M0_p", + "log10M1_0", "log10M1_p", "siglnM_0", "siglnM_p", "alpha_0", "alpha_p" + ] + for attr in unused_attrs: + setattr(self, attr, None) + + @property + def log_L1(self): + return self._log_L1 + + @log_L1.setter + def log_L1(self, log_L1): + """ + update faint end of sample luminosity bin log_L1 + """ + self._log_L1 = log_L1 + + @property + def log_L2(self): + return self._log_L2 + + @log_L2.setter + def log_L2(self, log_L2): + """ + update bright end of sample luminosity bin log_L2 + """ + self._log_L2 = log_L2 + + @property + def hval(self): + return self._hval + @hval.setter + def hval(self, hval): + self._hval = hval + # cache log10(h) whenever hval is altered. + self._log10_h = np.log10(hval) + + def update_parameters(self, **kwargs): + """ + Inputs: + kwargs: dict of CLF free parameters + + Usage: + Update only the CLF free parameters with new ones. + This doesn't affect the sample luminosity and hubble-constant def. + + By passing an empty dictionary, you will completely switch to using + default CLF parameters of Cacciato+13. But this requires the Class to + be instantiated at least once. + + Another feature is that you can change one parameter keeping the rest + same as the previous instantiation by passing just one parameter in + kwargs dict. + + To match the Cacciato parametrization: + set + bg=bg_0, i.e., bg_p = 0, + bmax=1, i.e., bmax_0=1, bmax_p=0 + redefine, + 1/b_g = R_s (R_s is a multiplicative factor to the fiducial c-M + relation as defined in Cacciato. Here, R_s is not a CCL + definition of anything.) + Also, + the concentration of the parent halo needs to be modified by a + scaling factor (1+eta) + """ + # Luminosity thresholds (calibrated as h-dependent: log10(L / [h^-2 Lsun])) + self.log_L0 = kwargs.get('log_L0', getattr(self, 'log_L0', 9.95)) + # Mass scales (calibrated as h-dependent: log10(M / [h^-1 Msun])) + self.log_M1 = kwargs.get('log_M1', getattr(self, 'log_M1', 11.24)) + # Dimensionless polynomial and shape parameters + self.gamma_1 = kwargs.get('gamma_1', getattr(self, 'gamma_1', 3.18)) + self.gamma_2 = kwargs.get('gamma_2', getattr(self, 'gamma_2', 0.245)) + self.sigma_c = kwargs.get('sigma_c', getattr(self, 'sigma_c', 0.157)) + self.alpha_s = kwargs.get('alpha_s', getattr(self, 'alpha_s', -1.18)) + #self.b_0 = kwargs.get('b_0', getattr(self, 'b_0', -1.17)) + self.b_0 = kwargs.get('b_0', getattr(self, 'b_0', -1.17)) + self.b_1 = kwargs.get('b_1', getattr(self, 'b_1', 1.53)) + self.b_2 = kwargs.get('b_2', getattr(self, 'b_2', -0.217)) + # satelliet concentration bias parameters + self.R_s = kwargs.get('R_s', getattr(self, 'R_s', 1)) + self.bg_0 = 1.0 / self.R_s + # central incompleteness modeling, as a constant value + self.fc_0 = kwargs.get('fc_0', getattr(self, 'fc_0', 1.)) + self.fc_p = kwargs.get('fc_p', getattr(self, 'fc_p', 0.)) + self.a_pivot = kwargs.get('a_pivot', getattr(self, 'a_pivot', 0.)) + ## parent halo concentration scaling injected into concentration-Mass relation + self.concentration.eta = kwargs.get('eta', getattr(self, 'eta', 0.)) + + def _log_Lc(self, M_h): + """ + Input: + M_h: Mass in Msun/h + Returns: + Characteristic central luminosity in Lsun/h^2 + """ + return ( + self.log_L0 + + self.gamma_1 * (np.log10(M_h) - self.log_M1) + - (self.gamma_1 - self.gamma_2) * np.log10(1 + M_h / 10 ** self.log_M1) + ) + + def _log_L_star_s(self, M_h): + """ + Input: + M_h: Mass in Msun/h + Returns: + Characteristic satellite luminosity in Lsun/h^2; represents the + satellite cut-off luminosity populating a halo of mass M_h. + """ + return np.log10(0.562) + self._log_Lc(M_h) + + def _log_phi_star_s(self, M_h): + """ + Input: + M_h: Mass in Msun/h; Msun/h unit is required to extract the correct + response from this function using Cacciato+2013 parameters + Returns: + Amplitude of satellite CLF + """ + # the dimensionless Cacciato scaled-mass parameter: log10( M / [10^12 * Msun/h] ) + log_M12 = np.log10(M_h) - 12.0 + return self.b_0 + self.b_1 * log_M12 + self.b_2 * log_M12 ** 2 + + def _Nc(self, M): + """ + Input: + M: Mass in Msun; internally converted to Msun/h + + Note: + Because of the internal conversion of Msun to Msun/h units, + constraints on the mass parameters will still be in units of + Msun/h. + + Returns: + Central CLF: Number of central galaxies with luminosities between + [L-dL, L+dL] populated in a halo of mass M. + """ + # internal conversion to Msun/h + M = M * self.hval + + log_Lc = self._log_Lc(M) + denom = np.sqrt(2) * self.sigma_c + term_max = (self.log_L2 - log_Lc) / denom + term_min = (self.log_L1 - log_Lc) / denom + return 0.5 * (erf(term_max) - erf(term_min)) + + def _Ns(self, M): + """ + Input: + M: Mass in Msun; internally converted to Msun/h + + Note: + Because of the internal conversion of Msun to Msun/h units, + constraints on the mass parameters will still be in units of + Msun/h. + + Returns: + Satellite CLF: Number of satellite galaxies with luminosities + between [L-dL, L+dL] populated in a halo of mass M. + """ + # internal conversion to Msun/h + M = M * self.hval + + phi_star_s = 10 ** self._log_phi_star_s(M) + log_Ls = self._log_L_star_s(M) #Lsun/h^2 + shape = (self.alpha_s + 1) / 2.0 + x_min = 2.0 * (self.log_L1 - log_Ls) + x_max = 2.0 * (self.log_L2 - log_Ls) + integral_min = safe_upper_gamma(shape, 10 ** x_min) + integral_max = safe_upper_gamma(shape, 10 ** x_max) + return (phi_star_s / 2.0) * (integral_min - integral_max) + + + diff --git a/src/dsf/pk2d_cacciato_hod.py b/src/dsf/pk2d_cacciato_hod.py new file mode 100644 index 0000000..7b725a9 --- /dev/null +++ b/src/dsf/pk2d_cacciato_hod.py @@ -0,0 +1,135 @@ +import numpy as np +import pyccl as ccl +from numpy.typing import NDArray +from hod_cacciato import CacciatoHOD, safe_upper_gamma + +from dsf.data_vector.profiles import density_weighted_power_spectrum +from modelling import ( + make_ccl_cosmology, + _validate_pk2d_grids, +) + + +__all__ = [ + "MASS_DEF", + "CONCENTRATION", + "MASS_FUNCTION", + "HALO_BIAS", + "MATTER_PROFILE", + "HM_CALCULATOR", + "make_ccl_cosmology", + "pk2d_cacciato_hod", + "ScaledConcentration" +] + + +class ScaledConcentration(ccl.halos.Concentration): + """ + A CCL concentration class wrapper that multiplies a baseline + concentration relation by a free parameter (1+eta). + """ + + name = 'Scaled_cM_Cacciato2013' + + def __init__(self, baseline_cM, *, eta=1.0, rho_type="matter", **baseline_cM_kwargs): + """ + baseline_cM: a pyccl.halos.concentration class + baseline_cM_kwargs: Arguments for a pyccl.halos.concentration class + eta: This multiplies the baseline c-M relation by (1+eta) + """ + self._eta = eta + self.mass_def = baseline_cM_kwargs.pop("mass_def") + + assert self.mass_def.rho_type == rho_type, "Inconsistent mass definition in concentration" + + # Instantiate the baseline model (e.g., Duffy08, Diemer15) + self.baseline_relation = baseline_cM(mass_def=self.mass_def, *baseline_cM_kwargs) + assert rho_type == self.baseline_relation.mass_def.rho_type + + super().__init__(mass_def=self.mass_def) + + def _check_mass_def_strict(self, mass_def): + """ + To exactly work with Cacciato+2013 conventions, mandate 200m + """ + return mass_def.name not in ["200m"] + + def _concentration(self, cosmo, M, a): + return (1.0+self.eta) * self.baseline_relation(cosmo, M, a) + + @property + def eta(self): + return self._eta + @eta.setter + def eta(self, eta): + self._eta = eta + +MASS_DEF = ccl.halos.MassDef200m + +CONCENTRATION = ScaledConcentration( + ccl.halos.ConcentrationDuffy08, + mass_def=MASS_DEF, +) + +MASS_FUNCTION = ccl.halos.MassFuncTinker10( + mass_def=MASS_DEF, +) + +HALO_BIAS = ccl.halos.HaloBiasTinker10( + mass_def=MASS_DEF, +) + +MATTER_PROFILE = ccl.halos.HaloProfileNFW( + mass_def=MASS_DEF, + concentration=CONCENTRATION, + fourier_analytic=True, +) + +HM_CALCULATOR = ccl.halos.HMCalculator( + mass_function=MASS_FUNCTION, + halo_bias=HALO_BIAS, + mass_def=MASS_DEF, +) + +def pk2d_cacciato_hod( + cosmo: ccl.Cosmology, + *, + k_array: NDArray[np.float64], + a_array: NDArray[np.float64], + **hod_kwargs: Any, +) -> ccl.Pk2D: + """Return the HOD galaxy-matter power spectrum for Delta Sigma. + + Args: + cosmo: CCL cosmology object. + k_array: Wavenumber grid used for the halo-model ``Pk2D`` spline. + a_array: Scale-factor grid used for the halo-model ``Pk2D`` spline. + **hod_kwargs: Keyword arguments passed to ``CacciatoHOD``. + + Returns: + Density-weighted galaxy-matter ``Pk2D`` object. + """ + k_arr, a_arr = _validate_pk2d_grids(k_array, a_array) + + galaxy_profile = CacciatoHOD( + mass_def=MASS_DEF, + concentration=CONCENTRATION, + **hod_kwargs, + ) + + pk_gm = ccl.halos.halomod_Pk2D( + cosmo, + HM_CALCULATOR, + galaxy_profile, + prof2=MATTER_PROFILE, + lk_arr=np.log(k_arr), + a_arr=a_arr, + p_of_k_a=cosmo.get_nonlin_power(), + ) + + def pk_gm_power(cosmo, k, a): + return pk_gm(k, a, cosmo=cosmo) + + return density_weighted_power_spectrum(cosmo, pk_gm_power) + + From c88da625537ded5a7ef41fb59dccd4276b487049 Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Wed, 10 Jun 2026 15:04:39 -0400 Subject: [PATCH 2/9] Efforts to validate predicted delta_sigma cacciato.png: Assumes the units reported in DSF/CCL are correct cacciato_esd.png: Assumes the unit of Delta_Sigma reported by delta_sigma_builder is correct but the units of r that gets passed to delta_sigma_builder is Mpc/h. esd_data_points_lower.csv, esd_data_points_mid.csv, esd_data_points_upper.csv: Data points picked using an online tool from Mandelbaum+2006 paper. hod_cacciato.py: Some changes to HOD arguments, these were not needed, but the CCL inputs define some additional arguments that actually don't get used in HOD calls. So I had to put back those extra parameters. I might remove them in the future. test_cacciato.py: A test script to produce Delta_Sigma from Cacciato CLF, using DSF style API. --- src/dsf/cacciato.png | Bin 0 -> 45191 bytes src/dsf/cacciato_esd.png | Bin 0 -> 80396 bytes src/dsf/esd_data_points_lower.csv | 16 ++++ src/dsf/esd_data_points_mid.csv | 16 ++++ src/dsf/esd_data_points_upper.csv | 16 ++++ src/dsf/hod_cacciato.py | 20 ++-- src/dsf/test_cacciato.py | 154 ++++++++++++++++++++++++++++++ 7 files changed, 215 insertions(+), 7 deletions(-) create mode 100644 src/dsf/cacciato.png create mode 100644 src/dsf/cacciato_esd.png create mode 100644 src/dsf/esd_data_points_lower.csv create mode 100644 src/dsf/esd_data_points_mid.csv create mode 100644 src/dsf/esd_data_points_upper.csv create mode 100644 src/dsf/test_cacciato.py diff --git a/src/dsf/cacciato.png b/src/dsf/cacciato.png new file mode 100644 index 0000000000000000000000000000000000000000..995a2e1559359f0babe3bafa00b3a350703dcc21 GIT binary patch literal 45191 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+r[kpc/h],esd[h_Msun_per_pc2] +43.34071252214734,41.17684665471254 +79.91631166493562,20.123757294882612 +142.9544428982114,10.111412265219643 +231.11919574541656,7.995683046415844 +300.6339806722028,5.8344433678054495 +368.0321831972245,4.768648974582442 +449.02384012074515,4.037446486260684 +547.839070065059,3.435626176191919 +634.3699555661033,1.8862532035915682 +819.6272676708162,2.5447574615582442 +1005.0697296830173,2.5441897784245957 +1224.186907861586,1.9772921234000844 +1410.39624169179,1.5023597735869665 +1658.1328618924867,1.8513417876161165 +1903.9196189473482,1.4461843692718677 diff --git a/src/dsf/esd_data_points_mid.csv b/src/dsf/esd_data_points_mid.csv new file mode 100644 index 0000000..3f8985f --- /dev/null +++ b/src/dsf/esd_data_points_mid.csv @@ -0,0 +1,16 @@ +r[kpc/h],esd[h_Msun_per_pc2] +43.34071252214734,46.234926819148335 +79.91631166493562,24.003720150613397 +142.9544428982114,12.000341424045063 +231.11919574541656,9.441688216431537 +300.6339806722028,7.411654344783589 +368.0321831972245,6.057746328679473 +449.02384012074515,5.06469455274024 +547.839070065059,4.298911778583965 +634.3699555661033,2.953284253529595 +819.6272676708162,3.112822652309281 +1005.0697296830173,3.0043020104561236 +1224.186907861586,2.358524111110068 +1410.39624169179,1.997004166040032 +1658.1328618924867,2.1533647042176414 +1903.9196189473482,1.8095737720679073 diff --git a/src/dsf/esd_data_points_upper.csv b/src/dsf/esd_data_points_upper.csv new file mode 100644 index 0000000..906793e --- /dev/null +++ b/src/dsf/esd_data_points_upper.csv @@ -0,0 +1,16 @@ +r[kpc/h],esd[h_Msun_per_pc2] +43.34071252214734,51.523542437639506 +79.91631166493562,27.639752007858743 +142.9544428982114,13.922933184041968 +231.11919574541656,10.871894822978975 +300.6339806722028,8.997908852209086 +368.0321831972245,7.280515258917068 +449.02384012074515,6.117753743856538 +547.839070065059,5.140695340845657 +634.3699555661033,4.015641390528406 +819.6272676708162,3.694334049527693 +1005.0697296830173,3.494415754778914 +1224.186907861586,2.764094304138051 +1410.39624169179,2.486244875781691 +1658.1328618924867,2.436218456803349 +1903.9196189473482,2.163912156869191 diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py index 8be05fb..98ea936 100644 --- a/src/dsf/hod_cacciato.py +++ b/src/dsf/hod_cacciato.py @@ -3,6 +3,11 @@ from scipy.special import erf, gammaincc, gamma import pyccl as ccl +__all__ = [ + "safe_upper_gamma", + "CacciatoHOD" +] + @np.vectorize(excluded=["a"]) def safe_upper_gamma(a, x): if x <= 0 and a <= 0: @@ -15,8 +20,8 @@ class CacciatoHOD(ccl.halos.HaloProfileHOD): """ Inputs: mass_def: Halo mass definition (e.g., '200m' or a MassDef object). - cM_rel: Concentration-mass relation (e.g., 'Duffy08' or a Concentration - object). To apply the `eta` multiplicative factor, cM_rel should be a + concentration: Concentration-mass relation (e.g., 'Duffy08' or a Concentration + object). To apply the `eta` multiplicative factor, `concentration` should be a class wrapped around pyccl.halos.concentration that manages the multiplication. @@ -77,7 +82,7 @@ def __init__( # halo mass def mass_def: Union[str, ccl.halos.MassDef], # mass profile - cM_rel: Union[str, ccl.halos.Concentration], + concentration: Union[str, ccl.halos.Concentration], # sample bin def log_L1, log_L2, # hubble const @@ -92,13 +97,13 @@ def __init__( # satellite prof pars R_s=1., ): - super().__init__(mass_def=mass_def, concentration=cM_rel) + super().__init__(mass_def=mass_def, concentration=concentration) # disable (set to None) the vanilla HOD parameters not applicable to this CLF. self._disable_vanilla_hod_parameters() # define inputs that don't change throughout the analysis. self.hval = hval - self.cM = cM_rel + self.cM = concentration self.ns_independent = False # sample luminosity bin definition self.log_L1 = log_L1 @@ -243,7 +248,7 @@ def _log_phi_star_s(self, M_h): log_M12 = np.log10(M_h) - 12.0 return self.b_0 + self.b_1 * log_M12 + self.b_2 * log_M12 ** 2 - def _Nc(self, M): + def _Nc(self, M, a): """ Input: M: Mass in Msun; internally converted to Msun/h @@ -266,7 +271,8 @@ def _Nc(self, M): term_min = (self.log_L1 - log_Lc) / denom return 0.5 * (erf(term_max) - erf(term_min)) - def _Ns(self, M): + def _Ns(self, M, a): + ### Here, adding cosmo and a, but these are not needed. Putting these just to be able to run the delta_sigma_builder """ Input: M: Mass in Msun; internally converted to Msun/h diff --git a/src/dsf/test_cacciato.py b/src/dsf/test_cacciato.py new file mode 100644 index 0000000..97df178 --- /dev/null +++ b/src/dsf/test_cacciato.py @@ -0,0 +1,154 @@ +import cmasher as cmr +import matplotlib.pyplot as plt +import numpy as np + +import pyccl as ccl +from dsf.data_vector.delta_sigma_builder import DeltaSigmaCalculator +from dsf.pk2d_cacciato_hod import * +from hod_cacciato import * +import matplotlib as mpl +mpl.rcParams["text.usetex"] = "True" + + +import sys +sys.path.insert(0, "/hpc/group/cosmology/nlc38/from_NERSC/dp2_proj/sham_proj/CCLX/my_work/cacciato_hod") +from cacciato_inputs import cosmo_pars, cacciato_med_pars, sampleinfo, mag_bins, magnitude_to_luminosity + +log_L1 = np.log10(magnitude_to_luminosity(-20)) #log10( L1 / [Lsun/h^2] ) +log_L2 = np.log10(magnitude_to_luminosity(-21)) #log10( L2 / [Lsun/h^2] ) +hodparams = dict(log_L1=log_L1, log_L2=log_L2, hval=cosmo_pars['h'], **cacciato_med_pars) + +print(cosmo_pars) +cosmo = ccl.Cosmology(**cosmo_pars) + +r = np.geomspace(0.1, 10.0, 20) + +z_lens = 0.1 +a_lens = 1.0 / (1.0 + z_lens) + +k_array = np.geomspace(1.0e-3, 30.0, 64) +a_array = np.linspace(0.3, 1.0, 16) + + +def pk2d_func(*, cosmo): + return pk2d_cacciato_hod( + cosmo, + k_array=k_array, + a_array=a_array, + **hodparams + ) + + +calculator = DeltaSigmaCalculator(pk2d_func=pk2d_func) + +delta_sigma = calculator.delta_sigma( + r=r, + a=a_lens, + cosmo=cosmo, +) + +print(np.c_[r,delta_sigma]) + +z = np.linspace(0.05, 0.15, 9) +n_z = np.exp(-0.5 * ((z - z_lens) / 0.05) ** 2) + +cosmo = make_ccl_cosmology( + transfer_function="eisenstein_hu", + matter_power_spectrum="halofit", +) + +delta_sigma_bin = calculator.delta_sigma_lens_bin( + r=r, + lens_dndz=(z, n_z), + cosmo=cosmo, + z_min=0.05, + z_max=0.15, +) + +ratio = delta_sigma_bin / delta_sigma + +### Now plot the data point from Mandelbaum 2006 +import pandas as pd +dfc = pd.read_csv("esd_data_points_mid.csv") +dfl = pd.read_csv("esd_data_points_lower.csv") +dfh = pd.read_csv("esd_data_points_upper.csv") + +err = dfh["esd[h_Msun_per_pc2]"] - dfl["esd[h_Msun_per_pc2]"] + +colors = cmr.take_cmap_colors( + "viridis", + 3, + cmap_range=(0.10, 0.90), + return_fmt="hex", +) + +fig, (ax, ax_res) = plt.subplots( + 2, + 1, + figsize=(7.0, 5.2), + sharex=True, + gridspec_kw={"height_ratios": [3.0, 1.0], "hspace": 0.06}, +) + +ax.plot( + r, + delta_sigma, + color=colors[0], + marker="o", + markersize=6, + label=rf"single redshift, $z_l={z_lens:.2f}$", +) + +print(cosmo_pars['h']) +print(np.c_[dfc["r[kpc/h]"]/1000, dfc["r[kpc/h]"]/1000/cosmo_pars['h']]) +print(np.c_[dfc["esd[h_Msun_per_pc2]"], dfc["esd[h_Msun_per_pc2]"]*cosmo_pars['h']]) + +#ax.errorbar( +# dfc["r[kpc/h]"]/1000/cosmo_pars['h'], +# dfc["esd[h_Msun_per_pc2]"]*cosmo_pars['h'], +# yerr=err*cosmo_pars['h'], +# label="Mandelbaum+2006(Webplotdigitizer)" +#) + +# ignoring the h-factor conversion between DSF and Mandelbaum dataset +# it might be possible that only delta_sigma predication is off by an h factor. But the radius units are already in Mpc. +ax.errorbar( + dfc["r[kpc/h]"]/1000/cosmo_pars['h'], + dfc["esd[h_Msun_per_pc2]"], + yerr=err, + label="Mandelbaum+2006\n(Webplotdigitizer)" +) + +ax.scatter( + r, + delta_sigma_bin, + color=colors[2], + s=50, + label="lens-bin averaged", + zorder=3, +) + +ax.set_xscale("log") +ax.set_yscale("log") + +ax.set_ylabel(r"$\Delta\Sigma(R)\ [M_\odot / {\rm pc}^2]$", fontsize=15) +ax.tick_params(axis="both", which="major", labelsize=13) +ax.tick_params(axis="both", which="minor", labelsize=11) +ax.legend(fontsize=13, frameon=False, title=r"$M_r-5\log h \in [-21,-20]$") + +ax_res.axhline(1.0, color="lightgray", linewidth=1.4, linestyle="--") +ax_res.plot( + r, + ratio, + color=colors[1], +) + +ax_res.set_xscale("log") +ax_res.set_ylabel("ratio", fontsize=15) +ax_res.set_xlabel(r"$R\ [{\rm Mpc}]$", fontsize=15) +ax_res.tick_params(axis="both", which="major", labelsize=13) +ax_res.tick_params(axis="both", which="minor", labelsize=11) + +fig.subplots_adjust(left=0.18, right=0.97, bottom=0.15, top=0.94) + +plt.savefig("cacciato_esd.png", bbox_inches="tight", dpi=200) From e51c1651efe37a1b153457e4c1213416de97a65e Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Wed, 10 Jun 2026 21:26:31 -0400 Subject: [PATCH 3/9] Reorganised the codebase and benchmarking - Moved the approximately captured Mandelbaum measurements to benchmarks/data_vector/refence and plots to benchmarks/data_vector/figures. - solved linting issues --- .../data_vector/figures/cacciato_esd.png | Bin 0 -> 75474 bytes .../esd_data_points_mandelbaum2006.csv | 17 + src/dsf/cacciato.png | Bin 45191 -> 0 bytes src/dsf/cacciato_esd.png | Bin 80396 -> 0 bytes src/dsf/esd_data_points_lower.csv | 16 - src/dsf/esd_data_points_mid.csv | 16 - src/dsf/esd_data_points_upper.csv | 16 - src/dsf/hod_cacciato.py | 13 +- src/dsf/pk2d_cacciato_hod.py | 18 +- src/dsf/test_cacciato.py | 303 +++++++++--------- 10 files changed, 191 insertions(+), 208 deletions(-) create mode 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-43.34071252214734,41.17684665471254 -79.91631166493562,20.123757294882612 -142.9544428982114,10.111412265219643 -231.11919574541656,7.995683046415844 -300.6339806722028,5.8344433678054495 -368.0321831972245,4.768648974582442 -449.02384012074515,4.037446486260684 -547.839070065059,3.435626176191919 -634.3699555661033,1.8862532035915682 -819.6272676708162,2.5447574615582442 -1005.0697296830173,2.5441897784245957 -1224.186907861586,1.9772921234000844 -1410.39624169179,1.5023597735869665 -1658.1328618924867,1.8513417876161165 -1903.9196189473482,1.4461843692718677 diff --git a/src/dsf/esd_data_points_mid.csv b/src/dsf/esd_data_points_mid.csv deleted file mode 100644 index 3f8985f..0000000 --- a/src/dsf/esd_data_points_mid.csv +++ /dev/null @@ -1,16 +0,0 @@ -r[kpc/h],esd[h_Msun_per_pc2] -43.34071252214734,46.234926819148335 -79.91631166493562,24.003720150613397 -142.9544428982114,12.000341424045063 -231.11919574541656,9.441688216431537 -300.6339806722028,7.411654344783589 -368.0321831972245,6.057746328679473 -449.02384012074515,5.06469455274024 -547.839070065059,4.298911778583965 -634.3699555661033,2.953284253529595 -819.6272676708162,3.112822652309281 -1005.0697296830173,3.0043020104561236 -1224.186907861586,2.358524111110068 -1410.39624169179,1.997004166040032 -1658.1328618924867,2.1533647042176414 -1903.9196189473482,1.8095737720679073 diff --git a/src/dsf/esd_data_points_upper.csv b/src/dsf/esd_data_points_upper.csv deleted file mode 100644 index 906793e..0000000 --- a/src/dsf/esd_data_points_upper.csv +++ /dev/null @@ -1,16 +0,0 @@ -r[kpc/h],esd[h_Msun_per_pc2] -43.34071252214734,51.523542437639506 -79.91631166493562,27.639752007858743 -142.9544428982114,13.922933184041968 -231.11919574541656,10.871894822978975 -300.6339806722028,8.997908852209086 -368.0321831972245,7.280515258917068 -449.02384012074515,6.117753743856538 -547.839070065059,5.140695340845657 -634.3699555661033,4.015641390528406 -819.6272676708162,3.694334049527693 -1005.0697296830173,3.494415754778914 -1224.186907861586,2.764094304138051 -1410.39624169179,2.486244875781691 -1658.1328618924867,2.436218456803349 -1903.9196189473482,2.163912156869191 diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py index 98ea936..75c9e1f 100644 --- a/src/dsf/hod_cacciato.py +++ b/src/dsf/hod_cacciato.py @@ -1,7 +1,6 @@ -from typing import Union, Optional import numpy as np -from scipy.special import erf, gammaincc, gamma import pyccl as ccl +from scipy.special import erf, gamma, gammaincc __all__ = [ "safe_upper_gamma", @@ -80,9 +79,9 @@ def __init__( self, *, # halo mass def - mass_def: Union[str, ccl.halos.MassDef], + mass_def: str | ccl.halos.MassDef, # mass profile - concentration: Union[str, ccl.halos.Concentration], + concentration: str | ccl.halos.Concentration, # sample bin def log_L1, log_L2, # hubble const @@ -103,7 +102,7 @@ def __init__( # define inputs that don't change throughout the analysis. self.hval = hval - self.cM = concentration + #self.cM = concentration #use if needed self.ns_independent = False # sample luminosity bin definition self.log_L1 = log_L1 @@ -272,7 +271,9 @@ def _Nc(self, M, a): return 0.5 * (erf(term_max) - erf(term_min)) def _Ns(self, M, a): - ### Here, adding cosmo and a, but these are not needed. Putting these just to be able to run the delta_sigma_builder + # Here, adding`a` as a kwarg, but are not needed for this work. Putting + # just to be able to run the delta_sigma_builder. Remove it in the + # future. """ Input: M: Mass in Msun; internally converted to Msun/h diff --git a/src/dsf/pk2d_cacciato_hod.py b/src/dsf/pk2d_cacciato_hod.py index 7b725a9..df8a52d 100644 --- a/src/dsf/pk2d_cacciato_hod.py +++ b/src/dsf/pk2d_cacciato_hod.py @@ -1,14 +1,13 @@ import numpy as np import pyccl as ccl -from numpy.typing import NDArray -from hod_cacciato import CacciatoHOD, safe_upper_gamma - -from dsf.data_vector.profiles import density_weighted_power_spectrum from modelling import ( - make_ccl_cosmology, - _validate_pk2d_grids, + _validate_pk2d_grids, + make_ccl_cosmology, ) +from numpy.typing import NDArray +from dsf.data_vector.profiles import density_weighted_power_spectrum +from dsf.hod_cacciato import CacciatoHOD __all__ = [ "MASS_DEF", @@ -35,7 +34,7 @@ def __init__(self, baseline_cM, *, eta=1.0, rho_type="matter", **baseline_cM_kwa """ baseline_cM: a pyccl.halos.concentration class baseline_cM_kwargs: Arguments for a pyccl.halos.concentration class - eta: This multiplies the baseline c-M relation by (1+eta) + eta: This multiplies the baseline c-M relation in the form (1+eta) """ self._eta = eta self.mass_def = baseline_cM_kwargs.pop("mass_def") @@ -43,7 +42,8 @@ def __init__(self, baseline_cM, *, eta=1.0, rho_type="matter", **baseline_cM_kwa assert self.mass_def.rho_type == rho_type, "Inconsistent mass definition in concentration" # Instantiate the baseline model (e.g., Duffy08, Diemer15) - self.baseline_relation = baseline_cM(mass_def=self.mass_def, *baseline_cM_kwargs) + print(f"Extra baseline concentration parameters: -- {baseline_cM_kwargs} --") + self.baseline_relation = baseline_cM(mass_def=self.mass_def, **baseline_cM_kwargs) assert rho_type == self.baseline_relation.mass_def.rho_type super().__init__(mass_def=self.mass_def) @@ -96,7 +96,7 @@ def pk2d_cacciato_hod( *, k_array: NDArray[np.float64], a_array: NDArray[np.float64], - **hod_kwargs: Any, + **hod_kwargs, ) -> ccl.Pk2D: """Return the HOD galaxy-matter power spectrum for Delta Sigma. diff --git a/src/dsf/test_cacciato.py b/src/dsf/test_cacciato.py index 97df178..deabb5e 100644 --- a/src/dsf/test_cacciato.py +++ b/src/dsf/test_cacciato.py @@ -1,154 +1,167 @@ +import sys + +sys.path.insert(0, + "/hpc/group/cosmology/nlc38/from_NERSC/dp2_proj/sham_proj/CCLX/my_work/cacciato_hod" +) import cmasher as cmr +import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np - import pyccl as ccl -from dsf.data_vector.delta_sigma_builder import DeltaSigmaCalculator -from dsf.pk2d_cacciato_hod import * -from hod_cacciato import * -import matplotlib as mpl -mpl.rcParams["text.usetex"] = "True" - - -import sys -sys.path.insert(0, "/hpc/group/cosmology/nlc38/from_NERSC/dp2_proj/sham_proj/CCLX/my_work/cacciato_hod") -from cacciato_inputs import cosmo_pars, cacciato_med_pars, sampleinfo, mag_bins, magnitude_to_luminosity - -log_L1 = np.log10(magnitude_to_luminosity(-20)) #log10( L1 / [Lsun/h^2] ) -log_L2 = np.log10(magnitude_to_luminosity(-21)) #log10( L2 / [Lsun/h^2] ) -hodparams = dict(log_L1=log_L1, log_L2=log_L2, hval=cosmo_pars['h'], **cacciato_med_pars) - -print(cosmo_pars) -cosmo = ccl.Cosmology(**cosmo_pars) - -r = np.geomspace(0.1, 10.0, 20) +from cacciato_inputs import cacciato_med_pars, cosmo_pars, magnitude_to_luminosity -z_lens = 0.1 -a_lens = 1.0 / (1.0 + z_lens) - -k_array = np.geomspace(1.0e-3, 30.0, 64) -a_array = np.linspace(0.3, 1.0, 16) +from dsf.data_vector.delta_sigma_builder import DeltaSigmaCalculator +from dsf.pk2d_cacciato_hod import pk2d_cacciato_hod +mpl.rcParams["text.usetex"] = "True" -def pk2d_func(*, cosmo): - return pk2d_cacciato_hod( - cosmo, - k_array=k_array, - a_array=a_array, - **hodparams +benchmark_indir = "../../benchmarks/data_vector/reference" +benchmark_figdir = "../../benchmarks/data_vector/figures" + +if __name__=="__main__": + + magfaint, magbright = -20,-21 + log_L1 = np.log10(magnitude_to_luminosity(magfaint)) #log10( L1 / [Lsun/h^2] ) + log_L2 = np.log10(magnitude_to_luminosity(magbright)) #log10( L2 / [Lsun/h^2] ) + hodparams = dict(log_L1=log_L1, log_L2=log_L2, hval=cosmo_pars['h'], **cacciato_med_pars) + + print(cosmo_pars) + cosmo = ccl.Cosmology(**cosmo_pars) + + # prepare inputs for ESD calculation + r = np.geomspace(0.1, 10.0, 20) + + z_lens = 0.1 + a_lens = 1.0 / (1.0 + z_lens) + + k_array = np.geomspace(1.0e-3, 30.0, 64) + a_array = np.linspace(0.3, 1.0, 16) + + def pk2d_func(*, cosmo, hodpars=hodparams): + return pk2d_cacciato_hod( + cosmo, + k_array=k_array, + a_array=a_array, + **hodpars + ) + + calculator = DeltaSigmaCalculator(pk2d_func=pk2d_func) + delta_sigma = calculator.delta_sigma( + r=r, + a=a_lens, + cosmo=cosmo, ) + + print("predicted ESD signal:\nr, ESD") + print(np.c_[r,delta_sigma]) + + # Now prepare for ESD calculation of ESD by splitting the full lens + # redshift range in multiple tomographic bins + z = np.linspace(0.05, 0.15, 9) + n_z = np.exp(-0.5 * ((z - z_lens) / 0.05) ** 2) + + ## Make this chose the same cosmology + #cosmo = make_ccl_cosmology( + # transfer_function="eisenstein_hu", + # matter_power_spectrum="halofit", + #) + + delta_sigma_bin = calculator.delta_sigma_lens_bin( + r=r, + lens_dndz=(z, n_z), + cosmo=cosmo, + z_min=0.05, + z_max=0.15, + ) + # compare the binned calculation with that at one redshift + ratio = delta_sigma_bin / delta_sigma + + # ----------------------------------------------- + # Get the benchmarking data: Mandelbaum 2006 + import pandas as pd + # note the data units for ESD:hMsun/pc^2, r:kpc/h + df = pd.read_csv(f"{benchmark_indir}/esd_data_points_mandelbaum2006.csv", comment="#") + err = df["esd_high"] - df["esd_low"] # data errorbar + # ----------------------------------------------- + + colors = cmr.take_cmap_colors( + "viridis", + 3, + cmap_range=(0.10, 0.90), + return_fmt="hex", + ) + + fig, (ax, ax_res) = plt.subplots( + 2, + 1, + figsize=(7.0, 5.2), + sharex=True, + gridspec_kw={"height_ratios": [3.0, 1.0], "hspace": 0.06}, + ) + + ax.plot( + r, + delta_sigma, + color=colors[0], + marker="o", + markersize=6, + label=rf"single redshift, $z_l={z_lens:.2f}$", + ) + + print(cosmo_pars['h']) + print(np.c_[df["r"]/1000, df["r"]/1000/cosmo_pars['h']]) + print(np.c_[df["esd_mid"], df["esd_mid"]*cosmo_pars['h']]) + + #ax.errorbar( + # df["r"]/1000/cosmo_pars['h'], + # df["esd_mid"]*cosmo_pars['h'], + # yerr=err*cosmo_pars['h'], + # label="Mandelbaum+2006(Webplotdigitizer)" + #) + + # ignoring the h-factor conversion between DSF and Mandelbaum dataset + # it might be possible that only delta_sigma predication is off by an h + # factor. But the radius units are already in Mpc. + ax.errorbar( + df["r"]/1000/cosmo_pars['h'], + df["esd_mid"], + yerr=err, + label="Mandelbaum+2006\n(Webplotdigitizer)" + ) + + ax.scatter( + r, + delta_sigma_bin, + color=colors[2], + s=50, + label="lens-bin averaged", + zorder=3, + ) + + ax.set_xscale("log") + ax.set_yscale("log") + + ax.set_ylabel(r"$\Delta\Sigma(R)\ [M_\odot / {\rm pc}^2]$", fontsize=15) + ax.tick_params(axis="both", which="major", labelsize=13) + ax.tick_params(axis="both", which="minor", labelsize=11) + ax.legend(fontsize=13, frameon=False, title=r"$M_r-5\log h \in [-21,-20]$") + + ax_res.axhline(1.0, color="lightgray", linewidth=1.4, linestyle="--") + ax_res.plot( + r, + ratio, + color=colors[1], + ) + + ax_res.set_xscale("log") + ax_res.set_ylabel("ratio", fontsize=15) + ax_res.set_xlabel(r"$R\ [{\rm Mpc}]$", fontsize=15) + ax_res.tick_params(axis="both", which="major", labelsize=13) + ax_res.tick_params(axis="both", which="minor", labelsize=11) + + fig.subplots_adjust(left=0.18, right=0.97, bottom=0.15, top=0.94) + + outfname = f"{benchmark_figdir}/cacciato_esd.png" + plt.savefig(outfname, bbox_inches="tight", dpi=200) + print("saved figure at ", outfname) - -calculator = DeltaSigmaCalculator(pk2d_func=pk2d_func) - -delta_sigma = calculator.delta_sigma( - r=r, - a=a_lens, - cosmo=cosmo, -) - -print(np.c_[r,delta_sigma]) - -z = np.linspace(0.05, 0.15, 9) -n_z = np.exp(-0.5 * ((z - z_lens) / 0.05) ** 2) - -cosmo = make_ccl_cosmology( - transfer_function="eisenstein_hu", - matter_power_spectrum="halofit", -) - -delta_sigma_bin = calculator.delta_sigma_lens_bin( - r=r, - lens_dndz=(z, n_z), - cosmo=cosmo, - z_min=0.05, - z_max=0.15, -) - -ratio = delta_sigma_bin / delta_sigma - -### Now plot the data point from Mandelbaum 2006 -import pandas as pd -dfc = pd.read_csv("esd_data_points_mid.csv") -dfl = pd.read_csv("esd_data_points_lower.csv") -dfh = pd.read_csv("esd_data_points_upper.csv") - -err = dfh["esd[h_Msun_per_pc2]"] - dfl["esd[h_Msun_per_pc2]"] - -colors = cmr.take_cmap_colors( - "viridis", - 3, - cmap_range=(0.10, 0.90), - return_fmt="hex", -) - -fig, (ax, ax_res) = plt.subplots( - 2, - 1, - figsize=(7.0, 5.2), - sharex=True, - gridspec_kw={"height_ratios": [3.0, 1.0], "hspace": 0.06}, -) - -ax.plot( - r, - delta_sigma, - color=colors[0], - marker="o", - markersize=6, - label=rf"single redshift, $z_l={z_lens:.2f}$", -) - -print(cosmo_pars['h']) -print(np.c_[dfc["r[kpc/h]"]/1000, dfc["r[kpc/h]"]/1000/cosmo_pars['h']]) -print(np.c_[dfc["esd[h_Msun_per_pc2]"], dfc["esd[h_Msun_per_pc2]"]*cosmo_pars['h']]) - -#ax.errorbar( -# dfc["r[kpc/h]"]/1000/cosmo_pars['h'], -# dfc["esd[h_Msun_per_pc2]"]*cosmo_pars['h'], -# yerr=err*cosmo_pars['h'], -# label="Mandelbaum+2006(Webplotdigitizer)" -#) - -# ignoring the h-factor conversion between DSF and Mandelbaum dataset -# it might be possible that only delta_sigma predication is off by an h factor. But the radius units are already in Mpc. -ax.errorbar( - dfc["r[kpc/h]"]/1000/cosmo_pars['h'], - dfc["esd[h_Msun_per_pc2]"], - yerr=err, - label="Mandelbaum+2006\n(Webplotdigitizer)" -) - -ax.scatter( - r, - delta_sigma_bin, - color=colors[2], - s=50, - label="lens-bin averaged", - zorder=3, -) - -ax.set_xscale("log") -ax.set_yscale("log") - -ax.set_ylabel(r"$\Delta\Sigma(R)\ [M_\odot / {\rm pc}^2]$", fontsize=15) -ax.tick_params(axis="both", which="major", labelsize=13) -ax.tick_params(axis="both", which="minor", labelsize=11) -ax.legend(fontsize=13, frameon=False, title=r"$M_r-5\log h \in [-21,-20]$") - -ax_res.axhline(1.0, color="lightgray", linewidth=1.4, linestyle="--") -ax_res.plot( - r, - ratio, - color=colors[1], -) - -ax_res.set_xscale("log") -ax_res.set_ylabel("ratio", fontsize=15) -ax_res.set_xlabel(r"$R\ [{\rm Mpc}]$", fontsize=15) -ax_res.tick_params(axis="both", which="major", labelsize=13) -ax_res.tick_params(axis="both", which="minor", labelsize=11) - -fig.subplots_adjust(left=0.18, right=0.97, bottom=0.15, top=0.94) - -plt.savefig("cacciato_esd.png", bbox_inches="tight", dpi=200) From 79d64cf36ae264b6743a36d8887a69c75d16afb7 Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Wed, 10 Jun 2026 21:34:44 -0400 Subject: [PATCH 4/9] Moved DSF benchmarking code to benchmark dir --- {src/dsf => benchmarks}/test_cacciato.py | 4 ++-- src/dsf/pk2d_cacciato_hod.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) rename {src/dsf => benchmarks}/test_cacciato.py (97%) diff --git a/src/dsf/test_cacciato.py b/benchmarks/test_cacciato.py similarity index 97% rename from src/dsf/test_cacciato.py rename to benchmarks/test_cacciato.py index deabb5e..5137812 100644 --- a/src/dsf/test_cacciato.py +++ b/benchmarks/test_cacciato.py @@ -15,8 +15,8 @@ mpl.rcParams["text.usetex"] = "True" -benchmark_indir = "../../benchmarks/data_vector/reference" -benchmark_figdir = "../../benchmarks/data_vector/figures" +benchmark_indir = "data_vector/reference" +benchmark_figdir = "data_vector/figures" if __name__=="__main__": diff --git a/src/dsf/pk2d_cacciato_hod.py b/src/dsf/pk2d_cacciato_hod.py index df8a52d..115c564 100644 --- a/src/dsf/pk2d_cacciato_hod.py +++ b/src/dsf/pk2d_cacciato_hod.py @@ -1,6 +1,6 @@ import numpy as np import pyccl as ccl -from modelling import ( +from dsf.modelling import ( _validate_pk2d_grids, make_ccl_cosmology, ) From e471b1704cd022502847258437f8ad3b7d0cc5eb Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Wed, 10 Jun 2026 21:38:19 -0400 Subject: [PATCH 5/9] Linting --- src/dsf/pk2d_cacciato_hod.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/dsf/pk2d_cacciato_hod.py b/src/dsf/pk2d_cacciato_hod.py index 115c564..384bfd4 100644 --- a/src/dsf/pk2d_cacciato_hod.py +++ b/src/dsf/pk2d_cacciato_hod.py @@ -1,13 +1,13 @@ import numpy as np import pyccl as ccl -from dsf.modelling import ( - _validate_pk2d_grids, - make_ccl_cosmology, -) from numpy.typing import NDArray from dsf.data_vector.profiles import density_weighted_power_spectrum from dsf.hod_cacciato import CacciatoHOD +from dsf.modelling import ( + _validate_pk2d_grids, + make_ccl_cosmology, +) __all__ = [ "MASS_DEF", From 4453d862699c7583d940c1fc73a4ee9d4f6ef7e6 Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Wed, 10 Jun 2026 23:39:58 -0400 Subject: [PATCH 6/9] docs for Cacciato code --- docs/api/dsf.hod_cacciato.rst | 7 +++ docs/api/dsf.pk2d_cacciato_hod.rst | 7 +++ docs/api/dsf.rst | 2 + src/dsf/hod_cacciato.py | 94 +++++++++++++++--------------- 4 files changed, 62 insertions(+), 48 deletions(-) create mode 100644 docs/api/dsf.hod_cacciato.rst create mode 100644 docs/api/dsf.pk2d_cacciato_hod.rst diff --git a/docs/api/dsf.hod_cacciato.rst b/docs/api/dsf.hod_cacciato.rst new file mode 100644 index 0000000..38647b7 --- /dev/null +++ b/docs/api/dsf.hod_cacciato.rst @@ -0,0 +1,7 @@ +dsf.hod\_cacciato module +======================== + +.. automodule:: dsf.hod_cacciato + :members: + :show-inheritance: + :undoc-members: diff --git a/docs/api/dsf.pk2d_cacciato_hod.rst b/docs/api/dsf.pk2d_cacciato_hod.rst new file mode 100644 index 0000000..39211ca --- /dev/null +++ b/docs/api/dsf.pk2d_cacciato_hod.rst @@ -0,0 +1,7 @@ +dsf.pk2d\_cacciato\_hod module +============================== + +.. automodule:: dsf.pk2d_cacciato_hod + :members: + :show-inheritance: + :undoc-members: diff --git a/docs/api/dsf.rst b/docs/api/dsf.rst index f256734..6669a0f 100644 --- a/docs/api/dsf.rst +++ b/docs/api/dsf.rst @@ -19,7 +19,9 @@ Submodules :maxdepth: 2 dsf.delta_sigma_forecast_builder + dsf.hod_cacciato dsf.modelling + dsf.pk2d_cacciato_hod Module contents --------------- diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py index 75c9e1f..8a724e3 100644 --- a/src/dsf/hod_cacciato.py +++ b/src/dsf/hod_cacciato.py @@ -16,65 +16,56 @@ def safe_upper_gamma(a, x): return (safe_upper_gamma(a + 1, x) - x**a * np.exp(-x)) / a class CacciatoHOD(ccl.halos.HaloProfileHOD): - """ - Inputs: + r""" + Args: mass_def: Halo mass definition (e.g., '200m' or a MassDef object). - concentration: Concentration-mass relation (e.g., 'Duffy08' or a Concentration - object). To apply the `eta` multiplicative factor, `concentration` should be a - class wrapped around pyccl.halos.concentration that manages the - multiplication. - - HOD model based on Cacciato et al. (2013) has 9 free parameters as - listed below: - - log_L1/log_L2: log10(luminosity bin edge) of the lens sample being - modelled. (log_L2>log_L1) - - log_L0: log10 of the normalization factor (L0) of the central galaxy - luminosity-halo mass scaling relation, L_c(M). - - log_M1: log10 of the characteristic halo mass scale (M1), such that - L_c(M) \prop M^{\gamma_1} for halo-mass, M << M1 - - gamma_1: slope of the central galaxy luminosity-halo mass scaling - relation, L_c(M) at the low-mass end (M << M1). - - gamma_2: slope of the central galaxy luminosity-halo mass scaling - relation, L_c(M) at the high-mass end (M >> M1). - - sigma_c: scatter in the luminosities of central galaxies in the - sample populating a fixed halo mass, M. - - alpha_s: faint end of the slope of the satellite galaxy occupation - number. Currently, assumed independent of (M,z), but can be - generalised. - - b_0, b_1, b_2: parameters affecting the overall scaling of the the - satellite galaxy HOD/CLF/LF. - - With additional nusance parameters: - - eta: A multiplicative factor, as described in Cacciato+2013 for parent - halo concentration - - R_s: A multiplicative factor, alters the concentration of the - satellite distribution. R_s=1 corresponds to fiducial case, where - satellites follow NFW of parent halo. - Note: + concentration: Concentration-mass relation (e.g., 'Duffy08' or a Concentration object). To apply the `eta` multiplicative factor, `concentration` should be a class wrapped around `pyccl.halos.concentration` that manages the multiplication. + + log_L1/log_L2: :math:`\log_{10}` (luminosity bin edge) of the lens sample being modelled. The edges are defined s.t. :math:`(\log_{10}L_2 > \log_{10}L_1)` + + HOD model based on Cacciato+2013 has 9 free parameters as listed below: + + .. rubric:: The CLF Parameters + + * **log_L0**: :math:`\log_{10}` of the normalization factor :math:`(L_0)` of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)`. + + * **log_M1**: :math:`\log_{10}` of the characteristic halo mass scale :math:`(M_1)`, such that :math:`L_c(M) \propto M^{\gamma_1}` for :math:`{\rm halo-mass}, M \ll M_2`. + * **gamma_1**: slope of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)` at the low-mass end :math:`(M \ll M1)`. + + * **gamma_2**: slope of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)` at the high-mass end :math:`(M \gg M1)`. + + * **sigma_c**: scatter in the luminosities of central galaxies in the sample populating a fixed halo mass, :math:`M`. + + * **alpha_s**: faint end of the slope of the satellite galaxy occupation number. Currently, assumed independent of (M,z), but can be generalised. + + * **b_0, b_1, b_2**: parameters affecting the overall scaling of the the satellite galaxy HOD/CLF/LF. + Additional nusance parameters in the CLF model: + + * **eta**: A multiplicative factor, as described in Cacciato+2013 for parent halo concentration. + + * **R_s**: A multiplicative factor, alters the concentration of the satellite distribution. R_s=1 corresponds to fiducial case, where satellites density distr. follow the NFW profile of the parent halo. + + Note: HODs are unitless. But the characteristic masses and luminosities hold the information of units and scalings involved. Here, we require the - masses and Luminosities in Msun/h and Lsun/h^2 respectively to make + masses and luminosities in :math:`M_\odot/h` and :math:`L_\odot/h^2` respectively to make sure that the Cacciato+13 CLF parameters can be directly passed. - CCL HMF is given as dn/dlog10(m[Msun]), so make sure to work with - masses in Msun units out of the HOD definition and use logarithmic base + CCL HMF is given as dn/dlog10(m[:math:`M_\odot`]), so make sure to work with + masses in :math:`M_\odot` units out of the HOD definition and use logarithmic base 10 mass bins for integration. - To use the Cacciato+2013 HOD parameters as is, all the methods expect - the mass to be in Msun/h. So an internal conversion of pyCCL's Msun + To use the Cacciato+2013 HOD parameters as is, all the methods in this class expect + the mass to be in :math:`M_\odot/h`. So an internal conversion of pyCCL's :math:`M_\odot` mass is implemented where necessary. For Cacciato specific usecase, we do not vary free parameters in redshift dependent manner. - eta: multiplicative factor for parent halo concentration - set eta=0. to avoid scaling the c-M relation for the parent halo. - R_s: multiplicative factor for satellite/subhalo occupation - set R_s=1. to populate satellites following the same density distr - as the parent's NFW. """ + def __init__( self, *, @@ -161,8 +152,8 @@ def hval(self, hval): self._log10_h = np.log10(hval) def update_parameters(self, **kwargs): - """ - Inputs: + r""" + Args: kwargs: dict of CLF free parameters Usage: @@ -186,9 +177,16 @@ def update_parameters(self, **kwargs): relation as defined in Cacciato. Here, R_s is not a CCL definition of anything.) Also, - the concentration of the parent halo needs to be modified by a - scaling factor (1+eta) + the concentration of the parent halo is modified by a + `eta` like scaling muneral as, + + .. math:: + + c_\mathrm{halo}(M) = (1+\eta) \times c_\mathrm{baseline}(M) + + Here, :math:`c_\mathrm{baseline}` is the c-M relation chosen which gets marginalised over by `eta`. """ + # Luminosity thresholds (calibrated as h-dependent: log10(L / [h^-2 Lsun])) self.log_L0 = kwargs.get('log_L0', getattr(self, 'log_L0', 9.95)) # Mass scales (calibrated as h-dependent: log10(M / [h^-1 Msun])) From 46e281378c8e10f83b5f4559e48e8bcc6ceac60a Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Thu, 11 Jun 2026 00:05:29 -0400 Subject: [PATCH 7/9] docs consistent with linting for hod_cacciato.py --- src/dsf/hod_cacciato.py | 52 +++++++++++++++++++++++++++++++---------- 1 file changed, 40 insertions(+), 12 deletions(-) diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py index 8a724e3..c45c128 100644 --- a/src/dsf/hod_cacciato.py +++ b/src/dsf/hod_cacciato.py @@ -20,32 +20,58 @@ class CacciatoHOD(ccl.halos.HaloProfileHOD): Args: mass_def: Halo mass definition (e.g., '200m' or a MassDef object). - concentration: Concentration-mass relation (e.g., 'Duffy08' or a Concentration object). To apply the `eta` multiplicative factor, `concentration` should be a class wrapped around `pyccl.halos.concentration` that manages the multiplication. + concentration: Concentration-mass relation (e.g., 'Duffy08' or a + Concentration object). To apply the `eta` multiplicative factor, + `concentration` should be a class wrapped around + `pyccl.halos.concentration` that manages the multiplication. - log_L1/log_L2: :math:`\log_{10}` (luminosity bin edge) of the lens sample being modelled. The edges are defined s.t. :math:`(\log_{10}L_2 > \log_{10}L_1)` + log_L1/log_L2: :math:`\log_{10}` (luminosity bin edge) of the lens + sample being modelled. The edges are defined s.t. :math:`(\log_{10}L_2 + > \log_{10}L_1)` HOD model based on Cacciato+2013 has 9 free parameters as listed below: .. rubric:: The CLF Parameters - * **log_L0**: :math:`\log_{10}` of the normalization factor :math:`(L_0)` of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)`. + * **log_L0**: + :math:`\log_{10}` of the normalization factor :math:`(L_0)` + of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)`. - * **log_M1**: :math:`\log_{10}` of the characteristic halo mass scale :math:`(M_1)`, such that :math:`L_c(M) \propto M^{\gamma_1}` for :math:`{\rm halo-mass}, M \ll M_2`. - * **gamma_1**: slope of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)` at the low-mass end :math:`(M \ll M1)`. + * **log_M1**: + :math:`\log_{10}` of the characteristic halo mass scale :math:`(M_1)`, + such that :math:`L_c(M) \propto M^{\gamma_1}` for :math:`{\rm halo-mass}, + M \ll M_2`. - * **gamma_2**: slope of the central galaxy luminosity-halo mass scaling relation, :math:`L_c(M)` at the high-mass end :math:`(M \gg M1)`. + * **gamma_1**: + slope of the central galaxy luminosity-halo mass scaling relation, + :math:`L_c(M)` at the low-mass end :math:`(M \ll M1)`. - * **sigma_c**: scatter in the luminosities of central galaxies in the sample populating a fixed halo mass, :math:`M`. + * **gamma_2**: + slope of the central galaxy luminosity-halo mass scaling relation, + :math:`L_c(M)` at the high-mass end :math:`(M \gg M1)`. - * **alpha_s**: faint end of the slope of the satellite galaxy occupation number. Currently, assumed independent of (M,z), but can be generalised. + * **sigma_c**: + scatter in the luminosities of central galaxies in the sample populating + a fixed halo mass, :math:`M`. - * **b_0, b_1, b_2**: parameters affecting the overall scaling of the the satellite galaxy HOD/CLF/LF. + * **alpha_s**: + faint end of the slope of the satellite galaxy occupation number. + Currently, assumed independent of (M,z), but can be generalised. + + * **b_0, b_1, b_2**: + parameters affecting the overall scaling of the the satellite galaxy + HOD/CLF/LF. Additional nusance parameters in the CLF model: - * **eta**: A multiplicative factor, as described in Cacciato+2013 for parent halo concentration. + * **eta**: + A multiplicative factor, as described in Cacciato+2013 for parent halo + concentration. - * **R_s**: A multiplicative factor, alters the concentration of the satellite distribution. R_s=1 corresponds to fiducial case, where satellites density distr. follow the NFW profile of the parent halo. + * **R_s**: + A multiplicative factor, alters the concentration of the satellite + distribution. R_s=1 corresponds to fiducial case, where satellites + density distr. follow the NFW profile of the parent halo. Note: HODs are unitless. But the characteristic masses and luminosities hold @@ -184,7 +210,9 @@ def update_parameters(self, **kwargs): c_\mathrm{halo}(M) = (1+\eta) \times c_\mathrm{baseline}(M) - Here, :math:`c_\mathrm{baseline}` is the c-M relation chosen which gets marginalised over by `eta`. + Here, :math:`c_\mathrm{baseline}` is the chosen c-M relation + which gets marginalised over by `eta` via the argument + `concentration` above. """ # Luminosity thresholds (calibrated as h-dependent: log10(L / [h^-2 Lsun])) From a85b26884b27501d9601601460d9f259fa5bcb2e Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Thu, 11 Jun 2026 21:02:51 -0400 Subject: [PATCH 8/9] Documentation, benchmarking, modularisation --- .../data_vector/figures/cacciato_esd.png | Bin 75474 -> 113055 bytes ...iato_esd_with_digitized_reference_data.png | Bin 0 -> 75474 bytes ...oints_mandelbaum2006_webplotdigitizer.csv} | 2 +- .../reference/fitavgsig.hh.all.L4.lowfdev.csv | 49 ++++++++++ .../reference/rebin.lum.all.L4.lowfdev.csv | 16 +++ benchmarks/test_cacciato.py | 54 ++++++----- docs/api/dsf.utils.rst | 1 + docs/api/dsf.utils.special_func.rst | 7 ++ src/dsf/hod_cacciato.py | 91 +++++++++--------- src/dsf/pk2d_cacciato_hod.py | 4 +- src/dsf/utils/special_func.py | 42 ++++++++ 11 files changed, 190 insertions(+), 76 deletions(-) create mode 100644 benchmarks/data_vector/figures/cacciato_esd_with_digitized_reference_data.png rename 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zkBEGY6T*^ht9Pdy=ibv3&b>|O%_@LBzA8}lsr1!dY+Ou~GSyU!g-z*<$izFr_+tnp;IVs)xr8(ntolW;ToeX>@O5eQSzz~gb zoS&U4B!6hfAYyO-ILfd~>3~CKRhh0?a4qjK(XrBuVpV?hkdQ~khSlv{6?F7q7iK2& zrLlD1e8!)rJF&F6`7s(dKzX4Ll~)DoTeVP^^yX!#%LNC?@u-9p#&>8Z!r$=9Kk|Oy zUw_}Eao@~71?gNBW=Ce_y$65aOIg z`w-0)`hLjmEp!I)>mlT2xgtaId@+}=Z6^#;U(DeIz&AhgWL2%4z60WAQ+$I^A%CH_ zDU9>|!d*BO1O8H>Ba?$yj3;7sAHM#3mZ5(!QT-1t^x;Y(zyCk*bD`PA16+~-;`_Y2 S?ZwC##P3Urq~B9_`@aAWau%Zi literal 0 HcmV?d00001 diff --git a/benchmarks/data_vector/reference/esd_data_points_mandelbaum2006.csv b/benchmarks/data_vector/reference/L4_esd_data_points_mandelbaum2006_webplotdigitizer.csv similarity index 97% rename from benchmarks/data_vector/reference/esd_data_points_mandelbaum2006.csv rename to benchmarks/data_vector/reference/L4_esd_data_points_mandelbaum2006_webplotdigitizer.csv index 029c423..2ab4de5 100644 --- a/benchmarks/data_vector/reference/esd_data_points_mandelbaum2006.csv +++ b/benchmarks/data_vector/reference/L4_esd_data_points_mandelbaum2006_webplotdigitizer.csv @@ -1,5 +1,5 @@ # Column units: r [kpc/h], esd [h_Msun_per_pc2] -r,esd_mid,esd_low,esd_high +r,esd,esd_low,esd_high 43.34071252214734,46.234926819148335,41.17684665471254,51.523542437639506 79.91631166493562,24.003720150613397,20.123757294882612,27.639752007858743 142.9544428982114,12.000341424045063,10.111412265219643,13.922933184041968 diff --git a/benchmarks/data_vector/reference/fitavgsig.hh.all.L4.lowfdev.csv b/benchmarks/data_vector/reference/fitavgsig.hh.all.L4.lowfdev.csv new file mode 100644 index 0000000..73d9147 --- /dev/null +++ b/benchmarks/data_vector/reference/fitavgsig.hh.all.L4.lowfdev.csv @@ -0,0 +1,49 @@ +# Column units: r [Mpc/h], esd [h_Msun_per_pc2], ignore the rest two columns +# link https://github.com/rmandelb/mandelbaum-data/tree/master/halomass-2006 +r esd x y +2.110000e-02 5.248745e+01 6.724000e+01 1.000000e+20 +2.340000e-02 4.904119e+01 5.230000e+01 1.000000e+20 +2.580000e-02 4.580982e+01 1.840000e+00 1.000000e+20 +2.850000e-02 4.256520e+01 1.191000e+01 1.000000e+20 +3.150000e-02 3.937092e+01 1.296000e+01 3.365000e+01 +3.490000e-02 3.621436e+01 5.672000e+01 2.753000e+01 +3.850000e-02 3.330866e+01 1.969000e+01 2.673000e+01 +4.260000e-02 3.045324e+01 6.270000e+01 2.296000e+01 +4.710000e-02 2.777154e+01 4.061000e+01 2.097000e+01 +5.200000e-02 2.529141e+01 9.190000e+00 1.953000e+01 +5.750000e-02 2.294024e+01 5.525000e+01 1.878000e+01 +6.350000e-02 2.078655e+01 4.716000e+01 1.464000e+01 +7.020000e-02 1.878100e+01 2.965000e+01 1.399000e+01 +7.759999e-02 1.694533e+01 3.580000e+01 1.261000e+01 +8.570000e-02 1.528360e+01 1.122000e+01 1.237000e+01 +9.480000e-02 1.365408e+01 1.601000e+01 1.197000e+01 +1.047000e-01 1.221829e+01 1.651000e+01 1.039000e+01 +1.157000e-01 1.094171e+01 2.893000e+01 8.880000e+00 +1.279000e-01 9.810948e+00 -1.155000e+01 8.270000e+00 +1.414000e-01 8.813763e+00 -9.400000e-01 7.080000e+00 +1.562000e-01 7.944407e+00 4.680000e+00 6.440000e+00 +1.726000e-01 7.177272e+00 -9.800000e-01 5.900000e+00 +1.908000e-01 6.501606e+00 4.120000e+00 4.940000e+00 +2.109000e-01 5.909760e+00 9.220000e+00 4.500000e+00 +2.330000e-01 5.392006e+00 9.600000e-01 4.180000e+00 +2.576000e-01 4.933710e+00 5.540000e+00 4.130000e+00 +2.846000e-01 4.532073e+00 7.410000e+00 3.340000e+00 +3.146000e-01 4.173744e+00 3.800000e-01 3.150000e+00 +3.477000e-01 3.854030e+00 2.140000e+00 2.980000e+00 +3.842000e-01 3.566707e+00 -9.400000e-01 2.570000e+00 +4.246000e-01 3.305684e+00 4.120000e+00 2.160000e+00 +4.693000e-01 3.067446e+00 1.850000e+00 2.150000e+00 +5.187000e-01 2.849532e+00 1.480000e+00 1.820000e+00 +5.732000e-01 2.649164e+00 7.000000e-02 1.630000e+00 +6.335000e-01 2.462961e+00 1.570000e+00 1.700000e+00 +7.001000e-01 2.289478e+00 -1.960000e+00 1.450000e+00 +7.738000e-01 2.126962e+00 2.400000e-01 1.400000e+00 +8.551000e-01 1.984150e+00 2.990000e+00 1.200000e+00 +9.450999e-01 1.824450e+00 3.450000e+00 1.060000e+00 +1.044500e+00 1.670020e+00 1.030000e+00 9.300000e-01 +1.154300e+00 1.524806e+00 7.600000e-01 8.800000e-01 +1.275700e+00 1.387311e+00 3.080000e+00 7.900000e-01 +1.409900e+00 1.257159e+00 1.810000e+00 7.700000e-01 +1.558100e+00 1.134268e+00 2.270000e+00 6.500000e-01 +1.722000e+00 1.019302e+00 1.720000e+00 6.700000e-01 +1.903100e+00 9.131610e-01 1.030000e+00 5.400000e-01 diff --git a/benchmarks/data_vector/reference/rebin.lum.all.L4.lowfdev.csv b/benchmarks/data_vector/reference/rebin.lum.all.L4.lowfdev.csv new file mode 100644 index 0000000..e902fa1 --- /dev/null +++ b/benchmarks/data_vector/reference/rebin.lum.all.L4.lowfdev.csv @@ -0,0 +1,16 @@ +# Column units: r [kpc/h], esd [h_Msun_per_pc2], error on esd [h_Msun_per_pc2] +r esd err +22.3381501378219 59.0072536889055 32.3226437603873 +30.6230495594924 25.2314166405795 16.5566830686141 +45.6553692342722 31.3126760678966 11.0571116653852 +64.2592829703091 42.2616435597132 8.96193106301768 +86.7539448022708 19.7353330502735 7.15987601403994 +124.152052387709 5.88900918789102 4.21342273036555 +185.19276347883 4.78830009300953 2.64786296318038 +276.25061103256 3.51524033131159 1.81263762604785 +412.152526695816 1.90112421376724 1.20453545107694 +614.848765123912 0.0549364224469053 0.822038248063202 +917.280771503268 1.97240967455718 0.556025750361684 +1219.70607161488 2.03844521029045 0.587874807711166 +1489.74599664043 2.06348482617828 0.497792177106917 +1819.57041886367 1.33977276073258 0.423112667723181 diff --git a/benchmarks/test_cacciato.py b/benchmarks/test_cacciato.py index 5137812..e698dd1 100644 --- a/benchmarks/test_cacciato.py +++ b/benchmarks/test_cacciato.py @@ -23,7 +23,7 @@ magfaint, magbright = -20,-21 log_L1 = np.log10(magnitude_to_luminosity(magfaint)) #log10( L1 / [Lsun/h^2] ) log_L2 = np.log10(magnitude_to_luminosity(magbright)) #log10( L2 / [Lsun/h^2] ) - hodparams = dict(log_L1=log_L1, log_L2=log_L2, hval=cosmo_pars['h'], **cacciato_med_pars) + hodparams = dict(log_L1=log_L1, log_L2=log_L2, h=cosmo_pars['h'], **cacciato_med_pars) print(cosmo_pars) cosmo = ccl.Cosmology(**cosmo_pars) @@ -80,8 +80,13 @@ def pk2d_func(*, cosmo, hodpars=hodparams): # Get the benchmarking data: Mandelbaum 2006 import pandas as pd # note the data units for ESD:hMsun/pc^2, r:kpc/h - df = pd.read_csv(f"{benchmark_indir}/esd_data_points_mandelbaum2006.csv", comment="#") - err = df["esd_high"] - df["esd_low"] # data errorbar + ddf = pd.read_csv(f"{benchmark_indir}/L4_esd_data_points_mandelbaum2006_webplotdigitizer.csv", comment="#") + err = ddf["esd_high"] - ddf["esd_low"] # data errorbar + + # theory prediction from Mandelbaum+2005 + df = pd.read_csv(f"{benchmark_indir}/rebin.lum.all.L4.lowfdev.csv", sep=" ", comment="#") + # real data + tdf = pd.read_csv(f"{benchmark_indir}/fitavgsig.hh.all.L4.lowfdev.csv", sep=" ", comment="#") # ----------------------------------------------- colors = cmr.take_cmap_colors( @@ -100,38 +105,37 @@ def pk2d_func(*, cosmo, hodpars=hodparams): ) ax.plot( - r, - delta_sigma, + r*cosmo_pars['h'], # Mpc/h + delta_sigma/cosmo_pars['h'], # hMsun/pc^2 color=colors[0], marker="o", markersize=6, label=rf"single redshift, $z_l={z_lens:.2f}$", ) - print(cosmo_pars['h']) - print(np.c_[df["r"]/1000, df["r"]/1000/cosmo_pars['h']]) - print(np.c_[df["esd_mid"], df["esd_mid"]*cosmo_pars['h']]) - - #ax.errorbar( - # df["r"]/1000/cosmo_pars['h'], - # df["esd_mid"]*cosmo_pars['h'], - # yerr=err*cosmo_pars['h'], - # label="Mandelbaum+2006(Webplotdigitizer)" - #) - - # ignoring the h-factor conversion between DSF and Mandelbaum dataset - # it might be possible that only delta_sigma predication is off by an h - # factor. But the radius units are already in Mpc. ax.errorbar( - df["r"]/1000/cosmo_pars['h'], - df["esd_mid"], + ddf["r"]/1000, # Mpc/h + ddf["esd"], # hMsun/pc^2 yerr=err, label="Mandelbaum+2006\n(Webplotdigitizer)" ) + + ax.errorbar( + df.r/1000, # Mpc/h + df.esd, # hMsun/pc^2 + yerr=df.err, + label="L4 data\n(Mandelbaum+2006)" + ) + + ax.plot( + tdf.r, # Mpc/h + tdf.esd, # hMsun/pc^2 + label="fitavgsig L4\n(Mandelbaum+2006)" + ) ax.scatter( - r, - delta_sigma_bin, + r*cosmo_pars['h'], # Mpc/h + delta_sigma_bin/cosmo_pars['h'], # hMsun/pc^2 color=colors[2], s=50, label="lens-bin averaged", @@ -141,7 +145,7 @@ def pk2d_func(*, cosmo, hodpars=hodparams): ax.set_xscale("log") ax.set_yscale("log") - ax.set_ylabel(r"$\Delta\Sigma(R)\ [M_\odot / {\rm pc}^2]$", fontsize=15) + ax.set_ylabel(r"$\Delta\Sigma(R)\ [hM_\odot / {\rm pc}^2]$", fontsize=15) ax.tick_params(axis="both", which="major", labelsize=13) ax.tick_params(axis="both", which="minor", labelsize=11) ax.legend(fontsize=13, frameon=False, title=r"$M_r-5\log h \in [-21,-20]$") @@ -155,7 +159,7 @@ def pk2d_func(*, cosmo, hodpars=hodparams): ax_res.set_xscale("log") ax_res.set_ylabel("ratio", fontsize=15) - ax_res.set_xlabel(r"$R\ [{\rm Mpc}]$", fontsize=15) + ax_res.set_xlabel(r"$R\ [{\rm Mpc}/h]$", fontsize=15) ax_res.tick_params(axis="both", which="major", labelsize=13) ax_res.tick_params(axis="both", which="minor", labelsize=11) diff --git a/docs/api/dsf.utils.rst b/docs/api/dsf.utils.rst index 1211f4b..0fe5061 100644 --- a/docs/api/dsf.utils.rst +++ b/docs/api/dsf.utils.rst @@ -9,6 +9,7 @@ Submodules dsf.utils.converters dsf.utils.integrators + dsf.utils.special_func dsf.utils.thread_limits dsf.utils.types dsf.utils.validators diff --git a/docs/api/dsf.utils.special_func.rst b/docs/api/dsf.utils.special_func.rst new file mode 100644 index 0000000..4bc91e7 --- /dev/null +++ b/docs/api/dsf.utils.special_func.rst @@ -0,0 +1,7 @@ +dsf.utils.special\_func module +============================== + +.. automodule:: dsf.utils.special_func + :members: + :undoc-members: + :show-inheritance: diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py index c45c128..57f42b3 100644 --- a/src/dsf/hod_cacciato.py +++ b/src/dsf/hod_cacciato.py @@ -1,22 +1,20 @@ import numpy as np import pyccl as ccl -from scipy.special import erf, gamma, gammaincc +from scipy.special import erf + +from dsf.utils.special_func import safe_upper_inc_gamma __all__ = [ - "safe_upper_gamma", "CacciatoHOD" ] -@np.vectorize(excluded=["a"]) -def safe_upper_gamma(a, x): - if x <= 0 and a <= 0: - return np.inf - if a > 0: - return gammaincc(a, x) * gamma(a) - return (safe_upper_gamma(a + 1, x) - x**a * np.exp(-x)) / a - class CacciatoHOD(ccl.halos.HaloProfileHOD): r""" + This class implements the galaxy-halo connection in the HOD framework based + on the Conditional Luminosity Function (CLF) model of Cacciato et al. 2013. + This framework is designed to model galaxy samples defined by luminosity + bins. + Args: mass_def: Halo mass definition (e.g., '200m' or a MassDef object). @@ -65,13 +63,21 @@ class CacciatoHOD(ccl.halos.HaloProfileHOD): Additional nusance parameters in the CLF model: * **eta**: - A multiplicative factor, as described in Cacciato+2013 for parent halo - concentration. + A multiplicative factor, as described in Cacciato+2013, which modifies + the parent halo concentration as follows: + + .. math:: + + c_\mathrm{halo}(M) = (1+\eta) \times c_\mathrm{baseline}(M) + + Here, :math:`c_\mathrm{baseline}` is the chosen c-M relation + which gets marginalised-over by `eta`. `eta` acts via the c-M wrapper class + passed above to the `concentration` parameter. * **R_s**: A multiplicative factor, alters the concentration of the satellite distribution. R_s=1 corresponds to fiducial case, where satellites - density distr. follow the NFW profile of the parent halo. + density distribution follows the NFW profile of the parent halo. Note: HODs are unitless. But the characteristic masses and luminosities hold @@ -102,7 +108,7 @@ def __init__( # sample bin def log_L1, log_L2, # hubble const - hval=0.739, + h=0.739, # CLF pars log_L0=9.95, log_M1=11.24, gamma_1=3.18, gamma_2=0.245, @@ -118,7 +124,7 @@ def __init__( self._disable_vanilla_hod_parameters() # define inputs that don't change throughout the analysis. - self.hval = hval + self.h = h #self.cM = concentration #use if needed self.ns_independent = False # sample luminosity bin definition @@ -152,9 +158,7 @@ def log_L1(self): @log_L1.setter def log_L1(self, log_L1): - """ - update faint end of sample luminosity bin log_L1 - """ + """Update faint end of sample luminosity bin log_L1""" self._log_L1 = log_L1 @property @@ -163,22 +167,23 @@ def log_L2(self): @log_L2.setter def log_L2(self, log_L2): - """ - update bright end of sample luminosity bin log_L2 - """ + """Update bright end of sample luminosity bin log_L2""" self._log_L2 = log_L2 @property - def hval(self): - return self._hval - @hval.setter - def hval(self, hval): - self._hval = hval - # cache log10(h) whenever hval is altered. - self._log10_h = np.log10(hval) + def h(self): + return self._h + @h.setter + def h(self, h): + """Update the value of Hubble parameter""" + self._h = h + # cache log10(h) whenever h is altered. + self._log10_h = np.log10(h) def update_parameters(self, **kwargs): - r""" + r"""Helper method to update either a selective set of CLF parameters or + all of them at once. + Args: kwargs: dict of CLF free parameters @@ -194,25 +199,14 @@ def update_parameters(self, **kwargs): same as the previous instantiation by passing just one parameter in kwargs dict. - To match the Cacciato parametrization: - set + Note: + To match the Cacciato parametrization, set - bg=bg_0, i.e., bg_p = 0, bmax=1, i.e., bmax_0=1, bmax_p=0 - redefine, + and redefine, 1/b_g = R_s (R_s is a multiplicative factor to the fiducial c-M relation as defined in Cacciato. Here, R_s is not a CCL definition of anything.) - Also, - the concentration of the parent halo is modified by a - `eta` like scaling muneral as, - - .. math:: - - c_\mathrm{halo}(M) = (1+\eta) \times c_\mathrm{baseline}(M) - - Here, :math:`c_\mathrm{baseline}` is the chosen c-M relation - which gets marginalised over by `eta` via the argument - `concentration` above. """ # Luminosity thresholds (calibrated as h-dependent: log10(L / [h^-2 Lsun])) @@ -240,8 +234,9 @@ def update_parameters(self, **kwargs): def _log_Lc(self, M_h): """ - Input: + Args: M_h: Mass in Msun/h + Returns: Characteristic central luminosity in Lsun/h^2 """ @@ -288,7 +283,7 @@ def _Nc(self, M, a): [L-dL, L+dL] populated in a halo of mass M. """ # internal conversion to Msun/h - M = M * self.hval + M = M * self.h log_Lc = self._log_Lc(M) denom = np.sqrt(2) * self.sigma_c @@ -314,15 +309,15 @@ def _Ns(self, M, a): between [L-dL, L+dL] populated in a halo of mass M. """ # internal conversion to Msun/h - M = M * self.hval + M = M * self.h phi_star_s = 10 ** self._log_phi_star_s(M) log_Ls = self._log_L_star_s(M) #Lsun/h^2 shape = (self.alpha_s + 1) / 2.0 x_min = 2.0 * (self.log_L1 - log_Ls) x_max = 2.0 * (self.log_L2 - log_Ls) - integral_min = safe_upper_gamma(shape, 10 ** x_min) - integral_max = safe_upper_gamma(shape, 10 ** x_max) + integral_min = safe_upper_inc_gamma(shape, 10 ** x_min) + integral_max = safe_upper_inc_gamma(shape, 10 ** x_max) return (phi_star_s / 2.0) * (integral_min - integral_max) diff --git a/src/dsf/pk2d_cacciato_hod.py b/src/dsf/pk2d_cacciato_hod.py index 384bfd4..9f393a5 100644 --- a/src/dsf/pk2d_cacciato_hod.py +++ b/src/dsf/pk2d_cacciato_hod.py @@ -24,8 +24,8 @@ class ScaledConcentration(ccl.halos.Concentration): """ - A CCL concentration class wrapper that multiplies a baseline - concentration relation by a free parameter (1+eta). + A CCL concentration class wrapper that scales a baseline concentration-Mass + relation via a free parameter `eta` as (1+eta). """ name = 'Scaled_cM_Cacciato2013' diff --git a/src/dsf/utils/special_func.py b/src/dsf/utils/special_func.py new file mode 100644 index 0000000..e3932ae --- /dev/null +++ b/src/dsf/utils/special_func.py @@ -0,0 +1,42 @@ +"""Special functions and their integrals""" + +from __future__ import annotations + +import numpy as np +from scipy.special import gamma, gammaincc + +__all__ = [ + "upper_inc_gamma", + "safe_upper_inc_gamma", +] + +def upper_inc_gamma(a, x): + r"""Computes the upper incomplete gamma function :math:`\Gamma(a, x)` + :math:`\forall a \in \mathbb{R}` and :math:`x \ge 0`. + + .. math:: + + \Gamma(a, x) = \int_x^\infty t^{a - 1}e^{-t} dt. + + This function uses the recurrence relation, + + .. math:: + + \Gamma(a, x) = \frac{\Gamma(a+1, x) - x^a \cdot e^{-x}}{a} + + to handle :math:`a \lt 0` cases, where scipy's implementation returns nan. + + Parameters: + a (float): The shape parameter, can be any real number. + x (float): The lower limit of upper-gamma function integral. + + Returns: + a float + """ + if x <= 0 and a <= 0: + return np.inf + if a > 0: + return gammaincc(a, x) * gamma(a) + return (upper_inc_gamma(a + 1, x) - (x ** a) * np.exp(-x)) / a + +safe_upper_inc_gamma = np.vectorize(upper_inc_gamma, excluded=["a"]) From cec91795d81ede33d76d6d0108f5bdb535222689 Mon Sep 17 00:00:00 2001 From: Navin Chaurasiya Date: Thu, 11 Jun 2026 22:08:51 -0400 Subject: [PATCH 9/9] Documentation related changes --- src/dsf/hod_cacciato.py | 132 ++++++++++++++++++++--------------- src/dsf/pk2d_cacciato_hod.py | 10 +-- 2 files changed, 80 insertions(+), 62 deletions(-) diff --git a/src/dsf/hod_cacciato.py b/src/dsf/hod_cacciato.py index 57f42b3..966182b 100644 --- a/src/dsf/hod_cacciato.py +++ b/src/dsf/hod_cacciato.py @@ -1,5 +1,6 @@ import numpy as np import pyccl as ccl +from numpy.typing import NDArray from scipy.special import erf from dsf.utils.special_func import safe_upper_inc_gamma @@ -56,6 +57,10 @@ class CacciatoHOD(ccl.halos.HaloProfileHOD): faint end of the slope of the satellite galaxy occupation number. Currently, assumed independent of (M,z), but can be generalised. + * **p_cs**: + The coupling parameter between the characteristic central luminosity :math:`L_c(M)` and + the cut-off satellite luminosity :math:`L_s^{*}(M)` for a halo of mass M + * **b_0, b_1, b_2**: parameters affecting the overall scaling of the the satellite galaxy HOD/CLF/LF. @@ -111,7 +116,7 @@ def __init__( h=0.739, # CLF pars log_L0=9.95, log_M1=11.24, - gamma_1=3.18, gamma_2=0.245, + gamma_1=3.18, gamma_2=0.245, p_cs = 0.562, sigma_c=0.157, alpha_s=-1.18, b_0=-1.17, b_1=1.53, b_2=-0.217, # central prof pars @@ -141,10 +146,11 @@ def __init__( log_L0=log_L0,log_M1=log_M1, gamma_1=gamma_1, gamma_2=gamma_2, sigma_c=sigma_c, alpha_s=alpha_s, b_0=b_0, b_1=b_1, b_2=b_2, bg_0=bg_0, bg_p=bg_p, bmax_0=bmax_0, bmax_p=bmax_p, eta=eta, + p_cs=p_cs, ) def _disable_vanilla_hod_parameters(self): - """Nullify standard HOD parameters not utilized by the Cacciato CLF framework.""" + """Nullifies the standard HOD parameters not utilized by the Cacciato CLF framework.""" unused_attrs = [ "log10Mmin_0", "log10Mmin_p", "log10M0_0", "log10M0_p", "log10M1_0", "log10M1_p", "siglnM_0", "siglnM_p", "alpha_0", "alpha_p" @@ -154,59 +160,58 @@ def _disable_vanilla_hod_parameters(self): @property def log_L1(self): + """float: The faint-end luminosity bin boundary in log10(Lsun/h^2).""" return self._log_L1 @log_L1.setter def log_L1(self, log_L1): - """Update faint end of sample luminosity bin log_L1""" + """Updates the faint-end luminosity bin boundary and triggers updates.""" self._log_L1 = log_L1 @property def log_L2(self): + """float: The bright-end luminosity bin boundary in log10(Lsun/h^2).""" return self._log_L2 @log_L2.setter def log_L2(self, log_L2): - """Update bright end of sample luminosity bin log_L2""" + """Updates the bright-end luminosity bin boundary and triggers updates.""" self._log_L2 = log_L2 @property def h(self): + """float: The Hubble parameter value""" return self._h @h.setter def h(self, h): - """Update the value of Hubble parameter""" + """Updates the value of the Hubble parameter thoughout the analysis.""" self._h = h # cache log10(h) whenever h is altered. self._log10_h = np.log10(h) def update_parameters(self, **kwargs): - r"""Helper method to update either a selective set of CLF parameters or - all of them at once. - - Args: - kwargs: dict of CLF free parameters + r"""Updates a selective set of CLF parameters or resets them to defaults. - Usage: - Update only the CLF free parameters with new ones. - This doesn't affect the sample luminosity and hubble-constant def. + If an empty dictionary or no arguments are provided, the parameters will fall + back to the default CLF parameters of Cacciato+13. Passing a subset of + parameters will only update those specific values, keeping the remaining + parameters at their previously instantiated values. - By passing an empty dictionary, you will completely switch to using - default CLF parameters of Cacciato+13. But this requires the Class to - be instantiated at least once. + This update does not affect the sample luminosity bin edges and + hubble-constant definitions. - Another feature is that you can change one parameter keeping the rest - same as the previous instantiation by passing just one parameter in - kwargs dict. + Args: + kwargs: a dict of CLF free parameters (e.g., log_L0, log_M1, gamma_1) Note: - To match the Cacciato parametrization, set - - bg=bg_0, i.e., bg_p = 0, - bmax=1, i.e., bmax_0=1, bmax_p=0 - and redefine, - 1/b_g = R_s (R_s is a multiplicative factor to the fiducial c-M - relation as defined in Cacciato. Here, R_s is not a CCL - definition of anything.) + To match the Cacciato parametrization exactly, set: + * bg = bg_0 (i.e., bg_p = 0) + * bmax = 1 (i.e., bmax_0 = 1, bmax_p = 0) + + And redefine: + * 1 / b_g = R_s (where R_s is a multiplicative factor to the + fiducial c-M relation as defined in Cacciato, not a CCL + definition). """ # Luminosity thresholds (calibrated as h-dependent: log10(L / [h^-2 Lsun])) @@ -222,55 +227,71 @@ def update_parameters(self, **kwargs): self.b_0 = kwargs.get('b_0', getattr(self, 'b_0', -1.17)) self.b_1 = kwargs.get('b_1', getattr(self, 'b_1', 1.53)) self.b_2 = kwargs.get('b_2', getattr(self, 'b_2', -0.217)) - # satelliet concentration bias parameters + self.p_cs = kwargs.get('p_cs', getattr(self, 'p_cs', 0.562)) + # satellite concentration bias parameters self.R_s = kwargs.get('R_s', getattr(self, 'R_s', 1)) self.bg_0 = 1.0 / self.R_s # central incompleteness modeling, as a constant value self.fc_0 = kwargs.get('fc_0', getattr(self, 'fc_0', 1.)) self.fc_p = kwargs.get('fc_p', getattr(self, 'fc_p', 0.)) self.a_pivot = kwargs.get('a_pivot', getattr(self, 'a_pivot', 0.)) - ## parent halo concentration scaling injected into concentration-Mass relation + # parent halo concentration scaling injected into concentration-Mass relation self.concentration.eta = kwargs.get('eta', getattr(self, 'eta', 0.)) - def _log_Lc(self, M_h): - """ + def _log_Lc(self, M_h: NDArray[np.float64]) -> NDArray[np.float64]: + r"""Calculates \log_{10} characteristic central luminosity as a + function of halo mass M_h + Args: - M_h: Mass in Msun/h + M_h: Halo mass in units of Msun/h. Returns: - Characteristic central luminosity in Lsun/h^2 + The $\log_{10}$ of the characteristic central luminosity in units of + Lsun/h^2. """ + return ( self.log_L0 + self.gamma_1 * (np.log10(M_h) - self.log_M1) - (self.gamma_1 - self.gamma_2) * np.log10(1 + M_h / 10 ** self.log_M1) ) - def _log_L_star_s(self, M_h): - """ - Input: - M_h: Mass in Msun/h + def _log_L_star_s(self, M_h: NDArray[np.float64]) -> NDArray[np.float64]: + r"""Calculates \log_{10} of characteristic satellite luminosity as + a function of halo mass M_h + + This represents the cut-off luminosity of the satellite galaxies + populating a halo of mass M_h. + + Args: + M_h: Halo mass in Msun/h + Returns: - Characteristic satellite luminosity in Lsun/h^2; represents the - satellite cut-off luminosity populating a halo of mass M_h. + The $\log_{10}$ of the characteristic satellite luminosity in units + of Lsun/h^2. """ - return np.log10(0.562) + self._log_Lc(M_h) + return np.log10(self.p_cs) + self._log_Lc(M_h) - def _log_phi_star_s(self, M_h): - """ - Input: + def _log_phi_star_s(self, M_h: NDArray[np.float64]) -> NDArray[np.float64]: + r"""Calculates \log_{10} of the amplitude of satellite CLF as a function of halo + mass M_h + + Args: M_h: Mass in Msun/h; Msun/h unit is required to extract the correct response from this function using Cacciato+2013 parameters + Returns: - Amplitude of satellite CLF + \log_{10} of the amplitude of satellite CLF """ # the dimensionless Cacciato scaled-mass parameter: log10( M / [10^12 * Msun/h] ) log_M12 = np.log10(M_h) - 12.0 return self.b_0 + self.b_1 * log_M12 + self.b_2 * log_M12 ** 2 - def _Nc(self, M, a): - """ - Input: + def _Nc(self, M: NDArray[np.float64], a=None) -> NDArray[np.float64]: + """Calculates the central HOD: The number of central galaxies with + luminosities between [L-dL, L+dL] populated in a halo of mass M. + + Args: M: Mass in Msun; internally converted to Msun/h Note: @@ -279,8 +300,7 @@ def _Nc(self, M, a): Msun/h. Returns: - Central CLF: Number of central galaxies with luminosities between - [L-dL, L+dL] populated in a halo of mass M. + Central HOD for the given CLF parameters """ # internal conversion to Msun/h M = M * self.h @@ -291,13 +311,15 @@ def _Nc(self, M, a): term_min = (self.log_L1 - log_Lc) / denom return 0.5 * (erf(term_max) - erf(term_min)) - def _Ns(self, M, a): + def _Ns(self, M: NDArray[np.float64], a=None) -> NDArray[np.float64]: # Here, adding`a` as a kwarg, but are not needed for this work. Putting # just to be able to run the delta_sigma_builder. Remove it in the # future. - """ - Input: - M: Mass in Msun; internally converted to Msun/h + """Calculates the satellite HOD: The number of satellite galaxies with + luminosities between [L-dL, L+dL] populated in a halo of mass M. + + Args: + M: Halo mass in Msun; internally converted to Msun/h Note: Because of the internal conversion of Msun to Msun/h units, @@ -305,8 +327,7 @@ def _Ns(self, M, a): Msun/h. Returns: - Satellite CLF: Number of satellite galaxies with luminosities - between [L-dL, L+dL] populated in a halo of mass M. + Satellite HOD for the given CLF parameters """ # internal conversion to Msun/h M = M * self.h @@ -319,6 +340,3 @@ def _Ns(self, M, a): integral_min = safe_upper_inc_gamma(shape, 10 ** x_min) integral_max = safe_upper_inc_gamma(shape, 10 ** x_max) return (phi_star_s / 2.0) * (integral_min - integral_max) - - - diff --git a/src/dsf/pk2d_cacciato_hod.py b/src/dsf/pk2d_cacciato_hod.py index 9f393a5..8a4a585 100644 --- a/src/dsf/pk2d_cacciato_hod.py +++ b/src/dsf/pk2d_cacciato_hod.py @@ -23,10 +23,8 @@ class ScaledConcentration(ccl.halos.Concentration): - """ - A CCL concentration class wrapper that scales a baseline concentration-Mass - relation via a free parameter `eta` as (1+eta). - """ + """ A CCL concentration class wrapper that scales a baseline + concentration-Mass relation via a free parameter `eta` as (1+eta).""" name = 'Scaled_cM_Cacciato2013' @@ -41,7 +39,6 @@ def __init__(self, baseline_cM, *, eta=1.0, rho_type="matter", **baseline_cM_kwa assert self.mass_def.rho_type == rho_type, "Inconsistent mass definition in concentration" - # Instantiate the baseline model (e.g., Duffy08, Diemer15) print(f"Extra baseline concentration parameters: -- {baseline_cM_kwargs} --") self.baseline_relation = baseline_cM(mass_def=self.mass_def, **baseline_cM_kwargs) assert rho_type == self.baseline_relation.mass_def.rho_type @@ -59,9 +56,12 @@ def _concentration(self, cosmo, M, a): @property def eta(self): + """float: The concentration-Mass relation modifier parameter that + scales it by an overall factor of (1+eta)""" return self._eta @eta.setter def eta(self, eta): + """Updates the scaling factor (1+eta) of the c-M relation.""" self._eta = eta MASS_DEF = ccl.halos.MassDef200m