GaussianComponentConfig

class lsst.multiprofit.GaussianComponentConfig(*args, **kw)

Bases: EllipticalComponentConfig

Configuration for an lsst.gauss2d.fit Gaussian component.

Attributes Summary

flux

Flux parameter(s) config (FluxParameterConfig, default <class 'lsst.multiprofit.componentconfig.FluxParameterConfig'>)

fluxfrac

Fractional flux parameter(s) config (FluxFractionParameterConfig, default <class 'lsst.multiprofit.componentconfig.FluxFractionParameterConfig'>)

history

prior_axrat_mean

Prior mean for axis ratio (prior ignored if not >0) (float, default 0.7)

prior_axrat_stddev

Prior std.

prior_size_mean

Prior mean for size_major (float, default 1)

prior_size_stddev

Prior std.

rho

Rho parameter config (ParameterConfig, default <class 'lsst.multiprofit.componentconfig.ParameterConfig'>)

size_x

x-axis size parameter config (ParameterConfig, default <class 'lsst.multiprofit.componentconfig.ParameterConfig'>)

size_y

y-axis size parameter config (ParameterConfig, default <class 'lsst.multiprofit.componentconfig.ParameterConfig'>)

transform_flux_name

The name of the reference transform for flux parameters (str, default 'log10')

transform_fluxfrac_name

The name of the reference transform for flux fraction parameters (str, default 'logit_fluxfrac')

transform_frac_name

The name of the reference transform for flux fraction parameters (str, default 'log10')

transform_rho_name

The name of the reference transform for rho parameters (str, default 'logit_rho')

transform_size_name

The name of the reference transform for size parameters (str, default 'log10')

Methods Summary

compare(other[, shortcut, rtol, atol, output])

Compare this configuration to another Config for equality.

formatHistory(name, **kwargs)

Format a configuration field's history to a human-readable format.

format_label(label, name_channel)

Format a label for a band-dependent parameter.

freeze()

Make this config, and all subconfigs, read-only.

get_integral_label_default()

Return the default integral label.

get_size_label()

Return the label for the component's size parameters.

get_transform_flux()

get_transform_fluxfrac()

get_transform_rho()

get_transform_size()

get_type_name()

Return a descriptive component name.

items()

Get configurations as (field name, field value) pairs.

keys()

Get field names.

load(filename[, root])

Modify this config in place by executing the Python code in a configuration file.

loadFromStream(stream[, root, filename, ...])

Modify this Config in place by executing the Python code in the provided stream.

loadFromString(code[, root, filename, ...])

Modify this Config in place by executing the Python code in the provided string.

make_component(centroid, integral_model)

Make a Component reflecting the current configuration.

make_flux_parameter(value[, label])

Make a single IntegralParameterD from this object's configuration.

make_fluxfrac_parameter(value[, label])

make_gaussianparametricellipse()

Make a GaussianParametericEllipse from this object's configuration.

make_linear_integral_model(fluxes[, ...])

Make an lsst.gauss2d.fit.LinearIntegralModel for this component.

make_shape_prior(ellipse)

Make a prior on ellipse (shape) parameters.

names()

Get all the field names in the config, recursively.

save(filename[, root])

Save a Python script to the named file, which, when loaded, reproduces this config.

saveToStream(outfile[, root, skipImports])

Save a configuration file to a stream, which, when loaded, reproduces this config.

saveToString([skipImports])

Return the Python script form of this configuration as an executable string.

setDefaults()

Subclass hook for computing defaults.

set_rho(component, rho)

Set the rho parameter value for a component.

set_size_x(component, size_x)

Set the x-axis size parameter value for a component.

set_size_y(component, size_y)

Set the y-axis size parameter value for a component.

toDict()

Make a dictionary of field names and their values.

update(**kw)

Update values of fields specified by the keyword arguments.

validate()

Validate the Config, raising an exception if invalid.

values()

Get field values.

Attributes Documentation

flux

Flux parameter(s) config (FluxParameterConfig, default <class 'lsst.multiprofit.componentconfig.FluxParameterConfig'>)

fluxfrac

Fractional flux parameter(s) config (FluxFractionParameterConfig, default <class 'lsst.multiprofit.componentconfig.FluxFractionParameterConfig'>)

history

Read-only history.

prior_axrat_mean

Prior mean for axis ratio (prior ignored if not >0) (float, default 0.7)

prior_axrat_stddev

Prior std. dev. on axis ratio (float, default 0)

prior_size_mean

Prior mean for size_major (float, default 1)

prior_size_stddev

Prior std. dev. on size_major (prior ignored if not >0) (float, default 0)

rho

Rho parameter config (ParameterConfig, default <class 'lsst.multiprofit.componentconfig.ParameterConfig'>)

size_x

x-axis size parameter config (ParameterConfig, default <class 'lsst.multiprofit.componentconfig.ParameterConfig'>)

size_y

y-axis size parameter config (ParameterConfig, default <class 'lsst.multiprofit.componentconfig.ParameterConfig'>)

transform_flux_name

The name of the reference transform for flux parameters (str, default 'log10')

transform_fluxfrac_name

The name of the reference transform for flux fraction parameters (str, default 'logit_fluxfrac')

transform_frac_name

The name of the reference transform for flux fraction parameters (str, default 'log10')

transform_rho_name

The name of the reference transform for rho parameters (str, default 'logit_rho')

transform_size_name

The name of the reference transform for size parameters (str, default 'log10')

Methods Documentation

compare(other, shortcut=True, rtol=1e-08, atol=1e-08, output=None)

Compare this configuration to another Config for equality.

Parameters:
otherlsst.pex.config.Config

Other Config object to compare against this config.

shortcutbool, optional

If True, return as soon as an inequality is found. Default is True.

rtolfloat, optional

Relative tolerance for floating point comparisons.

atolfloat, optional

Absolute tolerance for floating point comparisons.

outputcallable, optional

A callable that takes a string, used (possibly repeatedly) to report inequalities.

Returns:
isEqualbool

True when the two lsst.pex.config.Config instances are equal. False if there is an inequality.

Notes

Unselected targets of RegistryField fields and unselected choices of ConfigChoiceField fields are not considered by this method.

Floating point comparisons are performed by numpy.allclose.

formatHistory(name, **kwargs)

Format a configuration field’s history to a human-readable format.

Parameters:
namestr

Name of a Field in this config.

**kwargs

Keyword arguments passed to lsst.pex.config.history.format.

Returns:
historystr

A string containing the formatted history.

format_label(label: str, name_channel: str) str

Format a label for a band-dependent parameter.

Parameters:
label

The label to format.

name_channel

The name of the channel to format with.

Returns:
label_formmated

The formatted label.

freeze()

Make this config, and all subconfigs, read-only.

static get_integral_label_default() str

Return the default integral label.

get_size_label() str

Return the label for the component’s size parameters.

get_transform_flux() TransformD | None
get_transform_fluxfrac() TransformD | None
get_transform_rho() TransformD | None
get_transform_size() TransformD | None
get_type_name() str

Return a descriptive component name.

items()

Get configurations as (field name, field value) pairs.

Returns:
itemsItemsView

Iterator of tuples for each configuration. Tuple items are:

  1. Field name.

  2. Field value.

keys()

Get field names.

Returns:
namesKeysView

List of lsst.pex.config.Field names.

load(filename, root='config')

Modify this config in place by executing the Python code in a configuration file.

Parameters:
filenamestr

Name of the configuration file. A configuration file is Python module.

rootstr, optional

Name of the variable in file that refers to the config being overridden.

For example, the value of root is "config" and the file contains:

config.myField = 5

Then this config’s field myField is set to 5.

loadFromStream(stream, root='config', filename=None, extraLocals=None)

Modify this Config in place by executing the Python code in the provided stream.

Parameters:
streamfile-like object, str, bytes, or CodeType

Stream containing configuration override code. If this is a code object, it should be compiled with mode="exec".

rootstr, optional

Name of the variable in file that refers to the config being overridden.

For example, the value of root is "config" and the file contains:

config.myField = 5

Then this config’s field myField is set to 5.

filenamestr, optional

Name of the configuration file, or None if unknown or contained in the stream. Used for error reporting.

extraLocalsdict of str to object, optional

Any extra variables to include in local scope when loading.

Notes

For backwards compatibility reasons, this method accepts strings, bytes and code objects as well as file-like objects. New code should use loadFromString instead for most of these types.

loadFromString(code, root='config', filename=None, extraLocals=None)

Modify this Config in place by executing the Python code in the provided string.

Parameters:
codestr, bytes, or CodeType

Stream containing configuration override code.

rootstr, optional

Name of the variable in file that refers to the config being overridden.

For example, the value of root is "config" and the file contains:

config.myField = 5

Then this config’s field myField is set to 5.

filenamestr, optional

Name of the configuration file, or None if unknown or contained in the stream. Used for error reporting.

extraLocalsdict of str to object, optional

Any extra variables to include in local scope when loading.

Raises:
ValueError

Raised if a key in extraLocals is the same value as the value of the root argument.

make_component(centroid: CentroidParameters, integral_model: IntegralModel) ComponentData

Make a Component reflecting the current configuration.

Parameters:
centroid

Centroid parameters for the component.

integral_model

The integral_model for this component.

Returns:
component_data

An appropriate ComponentData including the initialized component.

Notes

The default gauss2d.fit.LinearIntegralModel can be populated with unit fluxes (gauss2d.fit.IntegralParameterD instances) to prepare for linear least squares fitting.

make_flux_parameter(value: float | None, label: str | None = None, **kwargs: Any) IntegralParameterD

Make a single IntegralParameterD from this object’s configuration.

Parameters:
value

The initial value. Default is self.flux.value_initial.

label

The label for the parameter. Default empty string.

**kwargs
Other keyword arguments to pass to the IntegralParameterD

constructor.

Returns:
param

The constructed IntegralParameterD.

make_fluxfrac_parameter(value: float | None, label: str | None = None, **kwargs: Any) ProperFractionParameterD
make_gaussianparametricellipse() GaussianParametricEllipse

Make a GaussianParametericEllipse from this object’s configuration.

Returns:
ellipse

The configured ellipse.

make_linear_integral_model(fluxes: dict[lsst.gauss2d.fit._gauss2d_fit.Channel, float], label_integral: str | None = None, **kwargs: Any) IntegralModel

Make an lsst.gauss2d.fit.LinearIntegralModel for this component.

Parameters:
fluxes

Configurations, including initial values, for the flux parameters by channel.

label_integral

A label to apply to integral parameters. Can reference the relevant channel with e.g. {channel.name}.

**kwargs

Additional keyword arguments to pass to make_flux_parameter. Some parameters cannot be overriden from their configs.

Returns:
integral_model

The requested lsst.gauss2d.fit.IntegralModel.

make_shape_prior(ellipse: ParametricEllipse) ShapePrior | None

Make a prior on ellipse (shape) parameters.

Parameters:
ellipse

The ellipse to make a prior for.

Returns:
prior

The prior, or None if no positive stddev configured.

names()

Get all the field names in the config, recursively.

Returns:
nameslist of str

Field names.

save(filename, root='config')

Save a Python script to the named file, which, when loaded, reproduces this config.

Parameters:
filenamestr

Desination filename of this configuration.

rootstr, optional

Name to use for the root config variable. The same value must be used when loading (see lsst.pex.config.Config.load).

saveToStream(outfile, root='config', skipImports=False)

Save a configuration file to a stream, which, when loaded, reproduces this config.

Parameters:
outfilefile-like object

Destination file object write the config into. Accepts strings not bytes.

rootstr, optional

Name to use for the root config variable. The same value must be used when loading (see lsst.pex.config.Config.load).

skipImportsbool, optional

If True then do not include import statements in output, this is to support human-oriented output from pipetask where additional clutter is not useful.

saveToString(skipImports=False)

Return the Python script form of this configuration as an executable string.

Parameters:
skipImportsbool, optional

If True then do not include import statements in output, this is to support human-oriented output from pipetask where additional clutter is not useful.

Returns:
codestr

A code string readable by loadFromString.

setDefaults()

Subclass hook for computing defaults.

Notes

Derived Config classes that must compute defaults rather than using the Field instances’s defaults should do so here. To correctly use inherited defaults, implementations of setDefaults must call their base class’s setDefaults.

static set_rho(component: EllipticalComponent, rho: float) None

Set the rho parameter value for a component.

Parameters:
component

The component to set the size for.

rho

The value to set.

static set_size_x(component: EllipticalComponent, size_x: float) None

Set the x-axis size parameter value for a component.

Parameters:
component

The component to set the size for.

size_x

The value to set.

static set_size_y(component: EllipticalComponent, size_y: float) None

Set the y-axis size parameter value for a component.

Parameters:
component

The component to set the size for.

size_y

The value to set.

toDict()

Make a dictionary of field names and their values.

Returns:
dict_dict

Dictionary with keys that are Field names. Values are Field values.

Notes

This method uses the toDict method of individual fields. Subclasses of Field may need to implement a toDict method for this method to work.

update(**kw)

Update values of fields specified by the keyword arguments.

Parameters:
**kw

Keywords are configuration field names. Values are configuration field values.

Notes

The __at and __label keyword arguments are special internal keywords. They are used to strip out any internal steps from the history tracebacks of the config. Do not modify these keywords to subvert a Config instance’s history.

Examples

This is a config with three fields:

>>> from lsst.pex.config import Config, Field
>>> class DemoConfig(Config):
...     fieldA = Field(doc='Field A', dtype=int, default=42)
...     fieldB = Field(doc='Field B', dtype=bool, default=True)
...     fieldC = Field(doc='Field C', dtype=str, default='Hello world')
...
>>> config = DemoConfig()

These are the default values of each field:

>>> for name, value in config.iteritems():
...     print(f"{name}: {value}")
...
fieldA: 42
fieldB: True
fieldC: 'Hello world'

Using this method to update fieldA and fieldC:

>>> config.update(fieldA=13, fieldC='Updated!')

Now the values of each field are:

>>> for name, value in config.iteritems():
...     print(f"{name}: {value}")
...
fieldA: 13
fieldB: True
fieldC: 'Updated!'
validate()

Validate the Config, raising an exception if invalid.

Raises:
lsst.pex.config.FieldValidationError

Raised if verification fails.

Notes

The base class implementation performs type checks on all fields by calling their validate methods.

Complex single-field validation can be defined by deriving new Field types. For convenience, some derived lsst.pex.config.Field-types (ConfigField and ConfigChoiceField) are defined in lsst.pex.config that handle recursing into subconfigs.

Inter-field relationships should only be checked in derived Config classes after calling this method, and base validation is complete.

values()

Get field values.

Returns:
valuesValuesView

Iterator of field values.