Particle vs Parametric¶
Synthesizer contains two types of galaxy:
A particle
Galaxyfor working with galaxies comprised of individual star, gas, and/or black hole particles (synthesizer.particle.galaxy.Galaxy).A parametric
Galaxyfor working with parametric models described by a SFZH and (when necessary) morphologies (synthesizer.parametric.galaxy.Galaxy).
To simplify the instatiation of a Galaxy for the user we provide a Galaxy “factory function” which will always return the correct galaxy based on the arguments passed by the user, while raising errors or warnings for incompatible argument combinations.
Below we set up the components (particle and parametric stellar populations) we will need to demonstrate how to define different galaxies. Further use of a galaxy for spectra, line emission, imaging and much more can be found elsewhere in the documentation.
[1]:
import numpy as np
from unyt import Myr, kpc, Msun
from synthesizer.grid import Grid
from synthesizer.parametric import SFH, ZDist
from synthesizer.parametric import Stars as ParametricStars
from synthesizer.particle.stars import sample_sfzh
# Define the grid
grid_name = "test_grid"
grid_dir = "../../../tests/test_grid/"
grid = Grid(grid_name, grid_dir=grid_dir)
# Define the metallicity history
zh = ZDist.DeltaConstant(metallicity=0.01)
# Define the star formation history
sfh_p = {"duration": 100 * Myr}
sfh = SFH.Constant(100 * Myr)
# Initialise the parametric Stars object
param_stars = ParametricStars(
grid.log10age,
grid.metallicity,
sf_hist=sfh,
metal_dist=zh,
initial_mass=10**9 * Msun,
)
# Define the number of stellar particles we want
n = 10000
# Sample the parametric SFZH, producing a particle Stars object
# we will also pass some keyword arguments for some example attributes
part_stars = sample_sfzh(
sfzh=param_stars.sfzh,
log10ages=param_stars.log10ages,
log10metallicities=param_stars.log10metallicities,
nstar=n,
current_masses=np.full(n, 10**8.7 / n) * Msun,
redshift=1,
initial_mass=10**6 * Msun,
)
# Show what we've got out
print(type(param_stars))
print(type(part_stars))
<class 'synthesizer.parametric.stars.Stars'>
<class 'synthesizer.particle.stars.Stars'>
Creating a Galaxy¶
Now that we have the building blocks of both a particle and parametric galaxy we can import the factory function and get our galaxies.
To do so we simply pass the factory function the arguments for the desired type of Galaxy. These are Stars, Gas, and BlackHoles objects from the particle and parametric modules respectively. In synthesizer these different objects are called “components”.
Note that both a particle and parametric Galaxy can be intialised with any combination of Stars, Gas, or BlackHoles. Each is a keyword argument which all default to None.
Global galaxy properties¶
In addition to the component attributes, a galaxy can also hold galaxy level attributes. These include a name for the galaxy, and more importantly the redshift of the galaxy, an attribute required to calculate the observer frame emission of the galaxy. Beyond the redshift, and like any other container object in synthesizer, the user can provide additional kwargs to the galaxy object, which will be stored as galaxy level attributes. This enables the storing of arbitrary data needed later in a
pipeline (e.g. effective radii).
[2]:
from synthesizer import Galaxy
# Get a particle galaxy
part_gal = Galaxy(
stars=part_stars,
gas=None,
black_holes=None,
redshift=1,
name="part_gal",
gas_half_mass_radius=10 * kpc,
stellar_half_mass_radius=4 * kpc,
)
print(part_gal)
print()
# Get a parametric galaxy
param_gal = Galaxy(
stars=param_stars,
redshift=1,
name="param_gal",
gas_half_mass_radius=6 * kpc,
stellar_half_mass_radius=5 * kpc,
)
print(param_gal)
+-----------------------------------------------------------------------------------------+
| GALAXY |
+---------------------------+-------------------------------------------------------------+
| Attribute | Value |
+---------------------------+-------------------------------------------------------------+
| galaxy_type | 'Particle' |
+---------------------------+-------------------------------------------------------------+
| stars | <synthesizer.particle.stars.Stars object at 0x7f12cc5e40d0> |
+---------------------------+-------------------------------------------------------------+
| redshift | 1 |
+---------------------------+-------------------------------------------------------------+
| name | 'part_gal' |
+---------------------------+-------------------------------------------------------------+
| stellar_mass | 501187233.6272717 Msun |
+---------------------------+-------------------------------------------------------------+
| stellar_mass_weighted_age | 49790367.01762576 yr |
+---------------------------+-------------------------------------------------------------+
| gas_half_mass_radius | 10 kpc |
+---------------------------+-------------------------------------------------------------+
| stellar_half_mass_radius | 4 kpc |
+---------------------------+-------------------------------------------------------------+
+------------------------------------------------------------------------------------------+
| GALAXY |
+--------------------------+---------------------------------------------------------------+
| Attribute | Value |
+--------------------------+---------------------------------------------------------------+
| galaxy_type | 'Parametric' |
+--------------------------+---------------------------------------------------------------+
| stars | <synthesizer.parametric.stars.Stars object at 0x7f12d4362d10> |
+--------------------------+---------------------------------------------------------------+
| redshift | 1 |
+--------------------------+---------------------------------------------------------------+
| name | 'param_gal' |
+--------------------------+---------------------------------------------------------------+
| sfzh (51, 13) | 0.00e+00 -> 1.85e+08 (Mean: 1.51e+06) |
+--------------------------+---------------------------------------------------------------+
| gas_half_mass_radius | 6 kpc |
+--------------------------+---------------------------------------------------------------+
| stellar_half_mass_radius | 5 kpc |
+--------------------------+---------------------------------------------------------------+
Note, that you are also free to avoid the factory function abstraction and explictly instantiate the desired Galaxy object directly.
[3]:
from synthesizer.particle import Galaxy
# Get a particle galaxy
part_gal = Galaxy(stars=part_stars, gas=None, black_holes=None, redshift=1)
print(part_gal)
+-----------------------------------------------------------------------------------------+
| GALAXY |
+---------------------------+-------------------------------------------------------------+
| Attribute | Value |
+---------------------------+-------------------------------------------------------------+
| galaxy_type | 'Particle' |
+---------------------------+-------------------------------------------------------------+
| stars | <synthesizer.particle.stars.Stars object at 0x7f12cc5e40d0> |
+---------------------------+-------------------------------------------------------------+
| redshift | 1 |
+---------------------------+-------------------------------------------------------------+
| name | 'particle galaxy' |
+---------------------------+-------------------------------------------------------------+
| stellar_mass | 501187233.6272717 Msun |
+---------------------------+-------------------------------------------------------------+
| stellar_mass_weighted_age | 49790367.01762576 yr |
+---------------------------+-------------------------------------------------------------+
Or for a parametric galaxy.
[4]:
from synthesizer.parametric import Galaxy
# Get a parametric galaxy
param_gal = Galaxy(stars=param_stars, redshift=1)
print(param_gal)
+-------------------------------------------------------------------------------+
| GALAXY |
+---------------+---------------------------------------------------------------+
| Attribute | Value |
+---------------+---------------------------------------------------------------+
| galaxy_type | 'Parametric' |
+---------------+---------------------------------------------------------------+
| stars | <synthesizer.parametric.stars.Stars object at 0x7f12d4362d10> |
+---------------+---------------------------------------------------------------+
| redshift | 1 |
+---------------+---------------------------------------------------------------+
| name | 'parametric galaxy' |
+---------------+---------------------------------------------------------------+
| sfzh (51, 13) | 0.00e+00 -> 1.85e+08 (Mean: 1.51e+06) |
+---------------+---------------------------------------------------------------+