Source code for lenstronomy.SimulationAPI.mag_amp_conversion
from lenstronomy.SimulationAPI.model_api import ModelAPI
import lenstronomy.Util.data_util as data_util
import copy
import numpy as np
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class MagAmpConversion(ModelAPI):
"""Class to convert astronomical magnitudes to lenstronomy amplitudes with given
magnitude zero point."""
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def __init__(self, kwargs_model, magnitude_zero_point):
"""
:param kwargs_model: model keyword arguments
:type kwargs_model: dict
:param magnitude_zero_point: magnitude zero point
"""
ModelAPI.__init__(self, **kwargs_model)
self._magnitude_zero_point = magnitude_zero_point
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def magnitude2amplitude(
self, kwargs_lens_light_mag=None, kwargs_source_mag=None, kwargs_ps_mag=None
):
"""'magnitude' definition are in APPARENT magnitudes as observed on the sky, not
intrinsic!
:param kwargs_lens_light_mag: keyword argument list as for LightModel module
except that 'amp' parameters are 'magnitude' parameters.
:param kwargs_source_mag: keyword argument list as for LightModel module except
that 'amp' parameters are 'magnitude' parameters.
:param kwargs_ps_mag: keyword argument list as for PointSource module except
that 'amp' parameters are 'magnitude' parameters.
:return: value of the lenstronomy 'amp' parameter such that the total flux of
the profile type results in this magnitude for all the light models. These
keyword arguments conform with the lenstronomy LightModel syntax.
"""
kwargs_lens_light = copy.deepcopy(kwargs_lens_light_mag)
if kwargs_lens_light_mag is not None:
for i, kwargs_mag in enumerate(kwargs_lens_light_mag):
kwargs_new = kwargs_lens_light[i]
del kwargs_new["magnitude"]
cps_norm = self.lens_light_model_class.total_flux(
kwargs_list=kwargs_lens_light, norm=True, k=i
)[0]
magnitude = kwargs_mag["magnitude"]
cps = data_util.magnitude2cps(
magnitude, magnitude_zero_point=self._magnitude_zero_point
)
amp = cps / cps_norm
kwargs_new["amp"] = amp
kwargs_source = copy.deepcopy(kwargs_source_mag)
if kwargs_source_mag is not None:
for i, kwargs_mag in enumerate(kwargs_source_mag):
kwargs_new = kwargs_source[i]
del kwargs_new["magnitude"]
cps_norm = self.source_model_class.total_flux(
kwargs_list=kwargs_source, norm=True, k=i
)[0]
magnitude = kwargs_mag["magnitude"]
cps = data_util.magnitude2cps(
magnitude, magnitude_zero_point=self._magnitude_zero_point
)
amp = cps / cps_norm
kwargs_new["amp"] = amp
kwargs_ps = copy.deepcopy(kwargs_ps_mag)
if kwargs_ps_mag is not None:
amp_list = []
for i, kwargs_mag in enumerate(kwargs_ps_mag):
kwargs_new = kwargs_ps[i]
del kwargs_new["magnitude"]
cps_norm = 1
magnitude = np.array(kwargs_mag["magnitude"])
cps = data_util.magnitude2cps(
magnitude, magnitude_zero_point=self._magnitude_zero_point
)
amp = cps / cps_norm
amp_list.append(amp)
kwargs_ps = self.point_source_model_class.set_amplitudes(
amp_list, kwargs_ps
)
return kwargs_lens_light, kwargs_source, kwargs_ps