Source code for astrophot.models.spline_model

import numpy as np
import torch

from .galaxy_model_object import Galaxy_Model
from .warp_model import Warp_Galaxy
from .superellipse_model import SuperEllipse_Galaxy, SuperEllipse_Warp
from .foureirellipse_model import FourierEllipse_Galaxy, FourierEllipse_Warp
from .psf_model_object import PSF_Model
from .ray_model import Ray_Galaxy
from .wedge_model import Wedge_Galaxy
from ._shared_methods import spline_segment_initialize, select_target
from ..utils.decorators import ignore_numpy_warnings, default_internal

__all__ = [
    "Spline_Galaxy",
    "Spline_PSF",
    "Spline_Warp",
    "Spline_SuperEllipse",
    "Spline_FourierEllipse",
    "Spline_Ray",
    "Spline_SuperEllipse_Warp",
    "Spline_FourierEllipse_Warp",
]


# First Order
######################################################################
[docs] class Spline_Galaxy(Galaxy_Model): """Basic galaxy model with a spline radial light profile. The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {Galaxy_Model.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = Galaxy_Model._parameter_order + ("I(R)",) useable = True extend_profile = True from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model
[docs] class Spline_PSF(PSF_Model): """star model with a spline radial light profile. The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {PSF_Model.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = PSF_Model._parameter_order + ("I(R)",) useable = True extend_profile = True model_integrated = False
[docs] @default_internal def transform_coordinates(self, X=None, Y=None, image=None, parameters=None): return X, Y
from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model from ._shared_methods import radial_evaluate_model as evaluate_model
[docs] class Spline_Warp(Warp_Galaxy): """warped coordinate galaxy model with a spline light profile. The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {Warp_Galaxy.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = Warp_Galaxy._parameter_order + ("I(R)",) useable = True extend_profile = True from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model
# Second Order ######################################################################
[docs] class Spline_SuperEllipse(SuperEllipse_Galaxy): """The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {SuperEllipse_Galaxy.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = SuperEllipse_Galaxy._parameter_order + ("I(R)",) useable = True extend_profile = True from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model
[docs] class Spline_FourierEllipse(FourierEllipse_Galaxy): """The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {FourierEllipse_Galaxy.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = FourierEllipse_Galaxy._parameter_order + ("I(R)",) useable = True extend_profile = True from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model
[docs] class Spline_Ray(Ray_Galaxy): """ray galaxy model with a spline light profile. The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): 2D Tensor of brighntess values for each ray, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {Ray_Galaxy.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = Ray_Galaxy._parameter_order + ("I(R)",) useable = True extend_profile = True
[docs] @torch.no_grad() @ignore_numpy_warnings @select_target @default_internal def initialize(self, target=None, parameters=None, **kwargs): super().initialize(target=target, parameters=parameters) spline_segment_initialize( self, target=target, parameters=parameters, segments=self.rays, symmetric=self.symmetric_rays, )
from ._shared_methods import spline_iradial_model as iradial_model
class Spline_Wedge(Wedge_Galaxy): """wedge galaxy model with a spline light profile. The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): 2D Tensor of brighntess values for each wedge, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {Wedge_Galaxy.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = Wedge_Galaxy._parameter_order + ("I(R)",) useable = True extend_profile = True @torch.no_grad() @ignore_numpy_warnings @select_target @default_internal def initialize(self, target=None, parameters=None, **kwargs): super().initialize(target=target, parameters=parameters) spline_segment_initialize( self, target=target, parameters=parameters, segments=self.wedges, symmetric=self.symmetric_wedges, ) from ._shared_methods import spline_iradial_model as iradial_model # Third Order ######################################################################
[docs] class Spline_SuperEllipse_Warp(SuperEllipse_Warp): """The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {SuperEllipse_Warp.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = SuperEllipse_Warp._parameter_order + ("I(R)",) useable = True extend_profile = True from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model
[docs] class Spline_FourierEllipse_Warp(FourierEllipse_Warp): """The light profile is defined as a cubic spline interpolation of the stored brightness values: I(R) = interp(R, profR, I) where I(R) is the brightness along the semi-major axis, interp is a cubic spline function, R is the semi-major axis length, profR is a list of radii for the spline, I is a corresponding list of brightnesses at each profR value. Parameters: I(R): Tensor of brighntess values, represented as the log of the brightness divided by pixelscale squared """ model_type = f"spline {FourierEllipse_Warp.model_type}" parameter_specs = { "I(R)": {"units": "log10(flux/arcsec^2)"}, } _parameter_order = FourierEllipse_Warp._parameter_order + ("I(R)",) useable = True extend_profile = True from ._shared_methods import spline_initialize as initialize from ._shared_methods import spline_radial_model as radial_model