Source code for paltas.Substructure.subhalos_base

# -*- coding: utf-8 -*-
"""
Define the base class to draw subhalos for a lens

This module contains the base class that all the subhalo classes will build
from. Because the steps for rendering subhalos can vary between different
models, the required functions are very sparse.
"""
from ..Utils.cosmology_utils import get_cosmology
import copy


[docs] class SubhalosBase(): """ Base class for rendering the subhalos of a main halo. Args: subhalo_parameters (dict): A dictionary containing the type of subhalo distribution and the value for each of its parameters. main_deflector_parameters (dict): A dictionary containing the type of main deflector and the value for each of its parameters. source_parameters (dict): A dictionary containing the type of the source and the value for each of its parameters. cosmology_parameters (str,dict, or colossus.cosmology.Cosmology): Either a name of colossus cosmology, a dict with 'cosmology name': name of colossus cosmology, an instance of colussus cosmology, or a dict with H0 and Om0 ( other parameters will be set to defaults). """ required_parameters = tuple() def __init__(self,subhalo_parameters,main_deflector_parameters, source_parameters,cosmology_parameters): # Save the parameters as a copy to avoid user confusion self.subhalo_parameters = copy.deepcopy(subhalo_parameters) self.main_deflector_parameters = copy.deepcopy( main_deflector_parameters) self.source_parameters = copy.deepcopy(source_parameters) # Turn our cosmology parameters into a colossus cosmology instance self.cosmo = get_cosmology(cosmology_parameters) # Check that all the needed parameters are present self.check_parameterization(self.__class__.required_parameters)
[docs] def check_parameterization(self,required_params): """ Check that all the required parameters are present in the subhalo_parameters. Args: required_params ([str,...]): A list of strings containing the required parameters. """ if not all(elem in self.subhalo_parameters.keys() for elem in required_params): raise ValueError('Not all of the required parameters for the ' + 'parameterization are present.')
[docs] def update_parameters(self,subhalo_parameters=None, main_deflector_parameters=None,source_parameters=None, cosmology_parameters=None): """Updated the class parameters Args: subhalo_parameters (dict): A dictionary containing the type of los distribution and the value for each of its parameters. main_deflector_parameters (dict): A dictionary containing the type of main deflector and the value for each of its parameters. source_parameters (dict): A dictionary containing the type of the source and the value for each of its parameters. cosmology_parameters (str,dict, or colossus.cosmology.Cosmology): Either a name of colossus cosmology, a dict with 'cosmology name': name of colossus cosmology, an instance of colussus cosmology, or a dict with H0 and Om0 ( other parameters will be set to defaults). Notes: Use this function to update parameter values instead of starting a new class. """ if subhalo_parameters is not None: self.subhalo_parameters.update(subhalo_parameters) if main_deflector_parameters is not None: self.main_deflector_parameters.update(main_deflector_parameters) if source_parameters is not None: self.source_parameters.update(source_parameters) if cosmology_parameters is not None: self.cosmo = get_cosmology(cosmology_parameters)
[docs] def draw_subhalos(self): """Draws masses, concentrations,and positions for the subhalos of a main lens halo. Returns: (tuple): A tuple of three lists: the first is the profile type for each subhalo returned, the second is the lenstronomy kwargs for that subhalo, and the third is the redshift for each subhalo. """ raise NotImplementedError