CrosstalkFilterTask

class lsst.cp.pipe.CrosstalkFilterTask(*, config: PipelineTaskConfig | None = None, log: logging.Logger | LsstLogAdapter | None = None, initInputs: dict[str, Any] | None = None, **kwargs: Any)

Bases: PipelineTask

Task to compare crosstalk solutions between detectors, to identify and remove outliers.

Attributes Summary

canMultiprocess

Whether this task can be run by an executor that uses subprocesses for parallelism.

Methods Summary

emptyMetadata()

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

find_outliers(matrix0, matrix1)

Do checks to see if an element of the matrix is out-of-family.

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.

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.

replace_outliers(matrix0, matrix1, isBad, ...)

Do checks to see if an element of the matrix is out-of-family.

run(inputCrosstalk, camera, inputDims, ...)

Compare crosstalk solutions to produce filtered crosstalk calibrations.

runQuantum(butlerQC, inputRefs, outputRefs)

Ensure that the input and output dimensions are passed along.

timer(name[, logLevel])

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

Attributes Documentation

canMultiprocess: ClassVar[bool] = True

Whether this task can be run by an executor that uses subprocesses for parallelism.

Methods Documentation

emptyMetadata() None

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

find_outliers(matrix0, matrix1)

Do checks to see if an element of the matrix is out-of-family.

Parameters:
matrix0np.ndarray, (Ndet, Namp, Namp)

Matrix holding the 0th-order terms.

matrix1np.ndarray, (Ndet, Namp, Namp)

Matrix holding the 1st-order terms.

Returns:
resultslsst.pipe.base.Struct

Results struct containing

median0

Median in-family value (np.ndarray (Namp, Namp)).

stdev0

MAD effective sigma in-family value (np.ndarray (Namp, Namp)).

median1

Median in-family value (np.ndarray (Namp, Namp)).

stdev1

MAD effective sigma in-family value (np.ndarray (Namp, Namp)).

isBad

Boolean indicator that an element has been replaced (np.ndarray (Ndet, Namp, Namp)).

Raises:
ValueError

Raised if the inputs have a mismatch in size.

getFullMetadata() TaskMetadata

Get metadata for all tasks.

Returns:
metadataTaskMetadata

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:
fullNamestr

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:
taskNamestr

Name of the task.

See also

getFullName

Get the full name of the task.

getTaskDict() dict[str, weakref.ReferenceType[lsst.pipe.base.task.Task]]

Get a dictionary of all tasks as a shallow copy.

Returns:
taskDictdict

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

classmethod makeField(doc: str) ConfigurableField

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

Parameters:
docstr

Help text for the field.

Returns:
configurableFieldlsst.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: Any) None

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

Parameters:
namestr

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.

replace_outliers(matrix0, matrix1, isBad, median0, median1)

Do checks to see if an element of the matrix is out-of-family.

Parameters:
matrix0np.ndarray, (Ndet, Namp, Namp)

Matrix holding the 0th-order terms.

matrix1np.ndarray, (Ndet, Namp, Namp)

Matrix holding the 1st-order terms.

isBadnp.ndarray, (Ndet, Namp, Namp)

Matrix holding the boolean “is bad”.

median0np.ndarray, (Namp, Namp)

Matrix of median 0th-order terms.

median1np.ndarray, (Namp, Namp)

Matrix of median 1st-order terms.

Returns:
resultslsst.pipe.base.Struct

Results struct containing

new_matrix0

Replacement matrix0, with median substitutions. (np.ndarray (Ndet, Namp, Namp)).

new_matrix1

Replacement matrix1, with median substitutions. (np.ndarray (Ndet, Namp, Namp)).

Raises:
ValueError

Raised if the inputs have a mismatch in size.

run(inputCrosstalk, camera, inputDims, outputDims)

Compare crosstalk solutions to produce filtered crosstalk calibrations.

Parameters:
inputCrosstalklist [lsst.ip.isr.CrosstalkCalib]

List of crosstalk solutions to filter.

cameralsst.afw.cameraGeom.Camera
Input camera.

inputDims : list [lsst.daf.butler.DataCoordinate]

DataIds to use to construct provenance.

outputDimslist [lsst.daf.butler.DataCoordinate]

DataIds to use to populate the output calibration.

Returns:
resultslsst.pipe.base.Struct

The results struct containing:

outputCrosstalk

Final crosstalk calibration (lsst.ip.isr.CrosstalkCalib).

Raises:
RuntimeError

Raised if something goes bad. CZW/Fix me.

runQuantum(butlerQC, inputRefs, outputRefs)

Ensure that the input and output dimensions are passed along.

Parameters:
butlerQClsst.daf.butler.QuantumContext

Butler to operate on.

inputRefslsst.pipe.base.InputQuantizedConnection

Input data refs to load.

ouptutRefslsst.pipe.base.OutputQuantizedConnection

Output data refs to persist.

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

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

Parameters:
namestr

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

logLevelint

A logging level constant.

See also

lsst.utils.timer.logInfo

Implementation function.

Examples

Creating a timer context:

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