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added test functions for FalsePositive class.
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import pytest | ||
import numpy as np | ||
from astropy.cosmology import FlatLambdaCDM | ||
from slsim.ParamDistributions.los_config import LOSConfig | ||
from slsim.Sources.source import Source | ||
from slsim.Deflectors.deflector import Deflector | ||
import slsim.Sources as sources | ||
import slsim.Deflectors as deflectors | ||
import slsim.Pipelines as pipelines | ||
from slsim.FalsePositives.false_positive import FalsePositive | ||
from astropy.units import Quantity | ||
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sky_area = Quantity(value=0.01, unit="deg2") | ||
galaxy_simulation_pipeline = pipelines.SkyPyPipeline( | ||
skypy_config=None, | ||
sky_area=sky_area, | ||
filters=None, | ||
) | ||
kwargs_deflector_cut = {"band": "g", "band_max": 28, "z_min": 0.01, "z_max": 2.5} | ||
kwargs_source_cut = {"band": "g", "band_max": 28, "z_min": 0.1, "z_max": 5.0} | ||
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def test_false_positive(): | ||
# Mock objects for source_class and deflector_class | ||
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# Initialize a cosmology instance | ||
cosmo = FlatLambdaCDM(H0=70, Om0=0.3) | ||
lens_galaxies = deflectors.EllipticalLensGalaxies( | ||
galaxy_list=galaxy_simulation_pipeline.red_galaxies, | ||
kwargs_cut=kwargs_deflector_cut, | ||
kwargs_mass2light=0.1, | ||
cosmo=cosmo, | ||
sky_area=sky_area, | ||
) | ||
source_galaxies = sources.Galaxies( | ||
galaxy_list=galaxy_simulation_pipeline.blue_galaxies, | ||
kwargs_cut=kwargs_source_cut, | ||
cosmo=cosmo, | ||
sky_area=sky_area, | ||
catalog_type="skypy", | ||
) | ||
single_deflector = lens_galaxies.draw_deflector() | ||
single_source1 = source_galaxies.draw_source() | ||
single_source2 = source_galaxies.draw_source() | ||
lens = Deflector(deflector_type="EPL", deflector_dict=single_deflector) | ||
source = Source( | ||
source_dict=single_source1, | ||
cosmo=cosmo, | ||
source_type="extended", | ||
light_profile="single_sersic", | ||
) | ||
source2 = Source( | ||
source_dict=single_source1, | ||
cosmo=cosmo, | ||
source_type="extended", | ||
light_profile="double_sersic", | ||
) | ||
source_list = [ | ||
Source( | ||
source_dict=single_source1, | ||
cosmo=cosmo, | ||
source_type="extended", | ||
light_profile="single_sersic", | ||
), | ||
Source( | ||
source_dict=single_source2, | ||
cosmo=cosmo, | ||
source_type="extended", | ||
light_profile="single_sersic", | ||
), | ||
] | ||
# LOS configuration | ||
los_config = LOSConfig() | ||
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# Create an instance of FalsePositive | ||
false_positive_instance_1 = FalsePositive( | ||
source_class=source, | ||
deflector_class=lens, | ||
cosmo=cosmo, | ||
test_area=4 * np.pi, | ||
) | ||
false_positive_instance_2 = FalsePositive( | ||
source_class=source_list, | ||
deflector_class=lens, | ||
cosmo=cosmo, | ||
test_area=4 * np.pi, | ||
los_config=los_config, | ||
) | ||
false_positive_instance_3 = FalsePositive( | ||
source_class=source2, | ||
deflector_class=lens, | ||
cosmo=cosmo, | ||
test_area=4 * np.pi, | ||
los_config=los_config, | ||
) | ||
required_keys = { | ||
"magnitude", | ||
"R_sersic", | ||
"n_sersic", | ||
"e1", | ||
"e2", | ||
"center_x", | ||
"center_y", | ||
} | ||
assert false_positive_instance_1.source_number == 1 | ||
assert false_positive_instance_2.source_number == 2 | ||
assert ( | ||
false_positive_instance_1.lenstronomy_kwargs("i")[0]["lens_light_model_list"][0] | ||
== "SERSIC_ELLIPSE" | ||
) | ||
assert ( | ||
len( | ||
false_positive_instance_2.lenstronomy_kwargs("i")[0][ | ||
"lens_light_model_list" | ||
] | ||
) | ||
== 3 | ||
) | ||
assert ( | ||
len(false_positive_instance_2.lenstronomy_kwargs("i")[1]["kwargs_lens_light"]) | ||
== 3 | ||
) | ||
assert len(false_positive_instance_2.deflector_position) == 2 | ||
assert false_positive_instance_2.deflector_redshift == single_deflector["z"] | ||
assert false_positive_instance_1.source_redshift == single_source1["z"] | ||
assert np.all(false_positive_instance_2.source_redshift) == np.all( | ||
np.array([single_source1["z"], single_source2["z"]]) | ||
) | ||
assert false_positive_instance_1.external_convergence < 0.1 | ||
assert false_positive_instance_1.external_shear < 0.2 | ||
assert false_positive_instance_1.einstein_radius < 2.5 | ||
assert ( | ||
false_positive_instance_1.deflector_magnitude(band="i") | ||
== single_deflector["mag_i"] | ||
) | ||
assert ( | ||
false_positive_instance_1.extended_source_magnitude(band="i") | ||
== single_source1["mag_i"] | ||
) | ||
assert len(false_positive_instance_1.deflector_ellipticity()) == 4 | ||
assert ( | ||
false_positive_instance_1.deflector_stellar_mass() | ||
== single_deflector["stellar_mass"] | ||
) | ||
assert ( | ||
set( | ||
false_positive_instance_1.deflector_light_model_lenstronomy(band="i")[1][ | ||
0 | ||
].keys() | ||
) | ||
== required_keys | ||
) | ||
with pytest.raises(ValueError): | ||
false_positive_instance_3.source_light_model_lenstronomy(band="i") | ||
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||
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||
if __name__ == "__main__": | ||
pytest.main() |