SourceDeblendConfig¶

class lsst.meas.deblender.SourceDeblendConfig(*args, **kw)¶

Bases: Config

Attributes Summary

`assignStrayFlux`	Assign stray flux (not claimed by any child in the deblender) to deblend children.
`catchFailures`	If True, catch exceptions thrown by the deblender, log them, and set a flag on the parent, instead of letting them propagate up.
`ciDeblendChildRange`	Only deblend parent Footprints with a number of peaks in the (inclusive) range indicated.If `useCiLimits==False` then this parameter is ignored.
`ciNumParentsToDeblend`	Only use the first `ciNumParentsToDeblend` parent footprints with a total peak count within `ciDebledChildRange`.
`clipStrayFluxFraction`	When splitting stray flux, clip fractions below this value to zero.
`edgeHandling`	What to do when a peak to be deblended is close to the edge of the image (`str`, default `'ramp'`)
`history`
`maskLimits`	Mask planes with the corresponding limit on the fraction of masked pixels.
`maskPlanes`	Mask planes to ignore when performing statistics (`List`, default `['SAT', 'INTRP', 'NO_DATA']`)
`maxFootprintArea`	Maximum area for footprints before they are ignored as large; non-positive means no threshold applied.
`maxFootprintSize`	Maximum linear dimension for footprints before they are ignored as large; non-positive means no threshold applied (`int`, default `0`)
`maxNumberOfPeaks`	Only deblend the brightest maxNumberOfPeaks peaks in the parent (<= 0: unlimited) (`int`, default `0`)
`maxTempDotProd`	If the dot product between two templates is larger than this value, we consider them to be describing the same object (i.e.
`medianSmoothTemplate`	Apply a smoothing filter to all of the template images (`bool`, default `True`)
`minFootprintAxisRatio`	Minimum axis ratio for footprints before they are ignored as large; non-positive means no threshold applied (`float`, default `0.0`)
`notDeblendedMask`	Mask name for footprints not deblended, or None (`str`, default `'NOT_DEBLENDED'`)
`propagateAllPeaks`	Guarantee that all peaks produce a child source.
`psfChisq1`	Chi-squared per DOF cut for deciding a source is a PSF during deblending (un-shifted PSF model) (`float`, default `1.5`)
`psfChisq2`	Chi-squared per DOF cut for deciding a source is PSF during deblending (shifted PSF model) (`float`, default `1.5`)
`psfChisq2b`	Chi-squared per DOF cut for deciding a source is a PSF during deblending (shifted PSF model #2) (`float`, default `1.5`)
`removeDegenerateTemplates`	Try to remove similar templates? (`bool`, default `False`)
`strayFluxRule`	How to split flux among peaks (`str`, default `'trim'`)
`strayFluxToPointSources`	When the deblender should attribute stray flux to point sources (`str`, default `'necessary'`)
`tinyFootprintSize`	Footprints smaller in width or height than this value will be ignored; minimum of 2 due to PSF gradient calculation.
`useCiLimits`	Limit the number of sources deblended for CI to prevent long build times (`bool`, default `False`)
`weightTemplates`	If true, a least-squares fit of the templates will be done to the full image.

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.
`freeze`()	Make this config, and all subconfigs, read-only.
`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.
`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.
`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

assignStrayFlux¶: Assign stray flux (not claimed by any child in the deblender) to deblend children. (bool, default True)

catchFailures¶: If True, catch exceptions thrown by the deblender, log them, and set a flag on the parent, instead of letting them propagate up. (bool, default True)

ciDeblendChildRange¶: Only deblend parent Footprints with a number of peaks in the (inclusive) range indicated.If useCiLimits==False then this parameter is ignored. (List, default [2, 10])

ciNumParentsToDeblend¶: Only use the first ciNumParentsToDeblend parent footprints with a total peak count within ciDebledChildRange. If useCiLimits==False then this parameter is ignored. (int, default 10)

clipStrayFluxFraction¶: When splitting stray flux, clip fractions below this value to zero. (float, default 0.001)

edgeHandling¶

What to do when a peak to be deblended is close to the edge of the image (str, default 'ramp')

Allowed values:

'clip': Clip the template at the edge AND the mirror of the edge.
'ramp': Ramp down flux at the image edge by the PSF
'noclip': Ignore the edge when building the symmetric template.
'None': Field is optional

history¶: Read-only history.

maskLimits¶: Mask planes with the corresponding limit on the fraction of masked pixels. Sources violating this limit will not be deblended. Default rejects sources in vignetted regions. (Dict, default {'NO_DATA': 0.25})

maskPlanes¶: Mask planes to ignore when performing statistics (List, default ['SAT', 'INTRP', 'NO_DATA'])

maxFootprintArea¶: Maximum area for footprints before they are ignored as large; non-positive means no threshold applied. Default value is to prevent excessive memory usage. (int, default 10000)

maxFootprintSize¶: Maximum linear dimension for footprints before they are ignored as large; non-positive means no threshold applied (int, default 0)

maxNumberOfPeaks¶: Only deblend the brightest maxNumberOfPeaks peaks in the parent (<= 0: unlimited) (int, default 0)

maxTempDotProd¶: If the dot product between two templates is larger than this value, we consider them to be describing the same object (i.e. they are degenerate). If one of the objects has been labeled as a PSF it will be removed, otherwise the template with the lowest value will be removed. (float, default 0.5)

medianSmoothTemplate¶: Apply a smoothing filter to all of the template images (bool, default True)

minFootprintAxisRatio¶: Minimum axis ratio for footprints before they are ignored as large; non-positive means no threshold applied (float, default 0.0)

notDeblendedMask¶: Mask name for footprints not deblended, or None (str, default 'NOT_DEBLENDED')

propagateAllPeaks¶: Guarantee that all peaks produce a child source. (bool, default False)

psfChisq1¶: Chi-squared per DOF cut for deciding a source is a PSF during deblending (un-shifted PSF model) (float, default 1.5)

psfChisq2¶: Chi-squared per DOF cut for deciding a source is PSF during deblending (shifted PSF model) (float, default 1.5)

psfChisq2b¶: Chi-squared per DOF cut for deciding a source is a PSF during deblending (shifted PSF model #2) (float, default 1.5)

removeDegenerateTemplates¶: Try to remove similar templates? (bool, default False)

strayFluxRule¶

How to split flux among peaks (str, default 'trim')

Allowed values:

'r-to-peak': ~ 1/(1+R^2) to the peak
'r-to-footprint': ~ 1/(1+R^2) to the closest pixel in the footprint. CAUTION: this can be computationally expensive on large footprints!
'nearest-footprint': Assign 100% to the nearest footprint (using L-1 norm aka Manhattan distance)
'trim': Shrink the parent footprint to pixels that are not assigned to children
'None': Field is optional

strayFluxToPointSources¶

When the deblender should attribute stray flux to point sources (str, default 'necessary')

Allowed values:

'necessary': When there is not an extended object in the footprint
'always': Always
'never': Never; stray flux will not be attributed to any deblended child if the deblender thinks all peaks look like point sources
'None': Field is optional

tinyFootprintSize¶

Footprints smaller in width or height than this value will be ignored; minimum of 2 due to PSF gradient calculation. (int, default 2)

Valid Range = [2,inf)

useCiLimits¶: Limit the number of sources deblended for CI to prevent long build times (bool, default False)

weightTemplates¶: If true, a least-squares fit of the templates will be done to the full image. The templates will be re-weighted based on this fit. (bool, default False)

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.

See also

lsst.pex.config.compareConfigs

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.

See also

lsst.pex.config.history.format

freeze()¶: Make this config, and all subconfigs, read-only.

items()¶

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

Returns:

itemsItemsView

Iterator of tuples for each configuration. Tuple items are:

Field name.
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.

See also

lsst.pex.config.Config.loadFromStream
lsst.pex.config.Config.loadFromString
lsst.pex.config.Config.save
lsst.pex.config.Config.saveToStream
lsst.pex.config.Config.saveToString

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.

See also

lsst.pex.config.Config.load
lsst.pex.config.Config.loadFromString
lsst.pex.config.Config.save
lsst.pex.config.Config.saveToStream
lsst.pex.config.Config.saveToString

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.

See also

lsst.pex.config.Config.load
lsst.pex.config.Config.loadFromStream
lsst.pex.config.Config.save
lsst.pex.config.Config.saveToStream
lsst.pex.config.Config.saveToString

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).

See also

lsst.pex.config.Config.saveToStream
lsst.pex.config.Config.saveToString
lsst.pex.config.Config.load
lsst.pex.config.Config.loadFromStream
lsst.pex.config.Config.loadFromString

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.

See also

lsst.pex.config.Config.save
lsst.pex.config.Config.saveToString
lsst.pex.config.Config.load
lsst.pex.config.Config.loadFromStream
lsst.pex.config.Config.loadFromString

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.

See also

lsst.pex.config.Config.save
lsst.pex.config.Config.saveToStream
lsst.pex.config.Config.load
lsst.pex.config.Config.loadFromStream
lsst.pex.config.Config.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.

toDict()¶

Make a dictionary of field names and their values.

Returns:

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

See also

lsst.pex.config.Field.toDict

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.

Navigation

SourceDeblendConfig¶