MeasureDefectsTask

class lsst.cp.pipe.MeasureDefectsTask(*, config: Optional[PipelineTaskConfig] = None, log: Optional[Union[logging.Logger, LsstLogAdapter]] = None, initInputs: Optional[Dict[str, Any]] = None, **kwargs)

Bases: lsst.pipe.base.PipelineTask

Measure the defects from one exposure.

Attributes Summary

canMultiprocess

Methods Summary

debugHistogram(stepname, ampImage, …) Make a histogram of the distribution of pixel values for each amp.
debugView(stepname, ampImage, defects, detector) Plot the defects found by the task.
emptyMetadata() Empty (clear) the metadata for this Task and all sub-Tasks.
findHotAndColdPixels(exp, nSigma) Find hot and cold pixels in an image.
getFullMetadata() Get metadata for all tasks.
getFullName() Get the task name as a hierarchical name including parent task names.
getName() Get the name of the task.
getResourceConfig() Return resource configuration for this task.
getTaskDict() Get a dictionary of all tasks as a shallow copy.
makeField(doc) Make a lsst.pex.config.ConfigurableField for this task.
makeSubtask(name, **keyArgs) Create a subtask as a new instance as the name attribute of this task.
maskBlocksIfIntermitentBadPixelsInColumn(defects) Mask blocks in a column if there are on-and-off bad pixels
run(inputExp, camera) Measure one exposure for defects.
runQuantum(butlerQC, inputRefs, outputRefs) Method to do butler IO and or transforms to provide in memory objects for tasks run method
timer(name, logLevel) Context manager to log performance data for an arbitrary block of code.

Attributes Documentation

canMultiprocess = True

Methods Documentation

debugHistogram(stepname, ampImage, nSigmaUsed, exp)

Make a histogram of the distribution of pixel values for each amp.

The main image data histogram is plotted in blue. Edge pixels, if masked, are in red. Note that masked edge pixels do not contribute to the underflow and overflow numbers.

Note that this currently only supports the 16-amp LSST detectors.

Parameters:
stepname : str

Debug frame to request.

ampImage : lsst.afw.image.MaskedImage

Amplifier image to display.

nSigmaUsed : float

The number of sigma used for detection

exp : lsst.afw.image.exposure.Exposure

The exposure in which the defects were found.

debugView(stepname, ampImage, defects, detector)

Plot the defects found by the task.

Parameters:
stepname : str

Debug frame to request.

ampImage : lsst.afw.image.MaskedImage

Amplifier image to display.

defects : lsst.ip.isr.Defects

The defects to plot.

detector : lsst.afw.cameraGeom.Detector

Detector holding camera geometry.

emptyMetadata() → None

Empty (clear) the metadata for this Task and all sub-Tasks.

findHotAndColdPixels(exp, nSigma)

Find hot and cold pixels in an image.

Using config-defined thresholds on a per-amp basis, mask pixels that are nSigma above threshold in dark frames (hot pixels), or nSigma away from the clipped mean in flats (hot & cold pixels).

Parameters:
exp : lsst.afw.image.exposure.Exposure

The exposure in which to find defects.

nSigma : list [float]

Detection threshold to use. Positive for DETECTED pixels, negative for DETECTED_NEGATIVE pixels.

Returns:
defects : lsst.ip.isr.Defects

The defects found in the image.

getFullMetadata() → lsst.pipe.base._task_metadata.TaskMetadata

Get metadata for all tasks.

Returns:
metadata : TaskMetadata

The keys are the full task name. Values are metadata for the top-level task and all subtasks, sub-subtasks, etc.

Notes

The returned metadata includes timing information (if @timer.timeMethod is used) and any metadata set by the task. The name of each item consists of the full task name with . replaced by :, followed by . and the name of the item, e.g.:

topLevelTaskName:subtaskName:subsubtaskName.itemName

using : in the full task name disambiguates the rare situation that a task has a subtask and a metadata item with the same name.

getFullName() → str

Get the task name as a hierarchical name including parent task names.

Returns:
fullName : str

The full name consists of the name of the parent task and each subtask separated by periods. For example:

  • The full name of top-level task “top” is simply “top”.
  • The full name of subtask “sub” of top-level task “top” is “top.sub”.
  • The full name of subtask “sub2” of subtask “sub” of top-level task “top” is “top.sub.sub2”.
getName() → str

Get the name of the task.

Returns:
taskName : str

Name of the task.

See also

getFullName
getResourceConfig() → Optional[ResourceConfig]

Return resource configuration for this task.

Returns:
Object of type ResourceConfig or None if resource
configuration is not defined for this task.
getTaskDict() → Dict[str, weakref.ReferenceType[lsst.pipe.base.task.Task]]

Get a dictionary of all tasks as a shallow copy.

Returns:
taskDict : dict

Dictionary containing full task name: task object for the top-level task and all subtasks, sub-subtasks, etc.

classmethod makeField(doc: str) → lsst.pex.config.configurableField.ConfigurableField

Make a lsst.pex.config.ConfigurableField for this task.

Parameters:
doc : str

Help text for the field.

Returns:
configurableField : lsst.pex.config.ConfigurableField

A ConfigurableField for this task.

Examples

Provides a convenient way to specify this task is a subtask of another task.

Here is an example of use:

class OtherTaskConfig(lsst.pex.config.Config):
    aSubtask = ATaskClass.makeField("brief description of task")
makeSubtask(name: str, **keyArgs) → None

Create a subtask as a new instance as the name attribute of this task.

Parameters:
name : str

Brief name of the subtask.

keyArgs

Extra keyword arguments used to construct the task. The following arguments are automatically provided and cannot be overridden:

  • “config”.
  • “parentTask”.

Notes

The subtask must be defined by Task.config.name, an instance of ConfigurableField or RegistryField.

maskBlocksIfIntermitentBadPixelsInColumn(defects)

Mask blocks in a column if there are on-and-off bad pixels

If there’s a column with on and off bad pixels, mask all the pixels in between, except if there is a large enough gap of consecutive good pixels between two bad pixels in the column.

Parameters:
defects : lsst.ip.isr.Defects

The defects found in the image so far

Returns:
defects : lsst.ip.isr.Defects

If the number of bad pixels in a column is not larger or equal than self.config.badPixelColumnThreshold, the input list is returned. Otherwise, the defects list returned will include boxes that mask blocks of on-and-of pixels.

run(inputExp, camera)

Measure one exposure for defects.

Parameters:
inputExp : lsst.afw.image.Exposure

Exposure to examine.

camera : lsst.afw.cameraGeom.Camera

Camera to use for metadata.

Returns:
results : lsst.pipe.base.Struct

Results struct containing:

outputDefects

The defects measured from this exposure (lsst.ip.isr.Defects).

runQuantum(butlerQC: ButlerQuantumContext, inputRefs: InputQuantizedConnection, outputRefs: OutputQuantizedConnection) → None

Method to do butler IO and or transforms to provide in memory objects for tasks run method

Parameters:
butlerQC : ButlerQuantumContext

A butler which is specialized to operate in the context of a lsst.daf.butler.Quantum.

inputRefs : InputQuantizedConnection

Datastructure whose attribute names are the names that identify connections defined in corresponding PipelineTaskConnections class. The values of these attributes are the lsst.daf.butler.DatasetRef objects associated with the defined input/prerequisite connections.

outputRefs : OutputQuantizedConnection

Datastructure whose attribute names are the names that identify connections defined in corresponding PipelineTaskConnections class. The values of these attributes are the lsst.daf.butler.DatasetRef objects associated with the defined output connections.

timer(name: str, logLevel: int = 10) → Iterator[None]

Context manager to log performance data for an arbitrary block of code.

Parameters:
name : str

Name of code being timed; data will be logged using item name: Start and End.

logLevel

A logging level constant.

See also

timer.logInfo

Examples

Creating a timer context:

with self.timer("someCodeToTime"):
    pass  # code to time