PlotImageSubtractionCutoutsTask¶
- class lsst.analysis.ap.PlotImageSubtractionCutoutsTask(*, output_path, **kwargs)¶
Bases:
TaskGenerate template/science/difference image cutouts of DiaSources and an optional manifest for upload to a Zooniverse project.
- Parameters:
- output_path
str The path to write the output to; manifest goes here, while the images themselves go into
output_path/images/.
- output_path
Methods Summary
Empty (clear) the metadata for this Task and all sub-Tasks.
generate_image(science, template, ...[, ...])Get a 3-part cutout image to save to disk, for a single source.
Get metadata for all tasks.
Get the task name as a hierarchical name including parent task names.
getName()Get the name of the task.
Get a dictionary of all tasks as a shallow copy.
makeField(doc)Make a
lsst.pex.config.ConfigurableFieldfor this task.makeSubtask(name, **keyArgs)Create a subtask as a new instance as the
nameattribute of this task.run(data, butler[, njobs])Generate cutout images and a manifest for upload to Zooniverse from a collection of DiaSources.
timer(name[, logLevel])Context manager to log performance data for an arbitrary block of code.
write_images(data, butler[, njobs])Make the 3-part cutout images for each requested source and write them to disk.
write_manifest(sources)Save a Zooniverse manifest attaching image URLs to source ids.
Methods Documentation
- generate_image(science, template, difference, center, scale, dia_source_id=None, save_as_numpy=False, source=None, footprint=None)¶
Get a 3-part cutout image to save to disk, for a single source.
- Parameters:
- science
lsst.afw.image.ExposureF Science exposure to include in the cutout.
- template
lsst.afw.image.ExposureF Matched template exposure to include in the cutout.
- difference
lsst.afw.image.ExposureF Matched science minus template exposure to include in the cutout.
- center
lsst.geom.SpherePoint Center of the source to be cut out of each image.
- scale
float Pixel scale in arcseconds.
- dia_source_id
int, optional DiaSourceId to use in the filename, if saving to disk.
- save_as_numpy
bool, optional Save the raw cutout images in numpy format.
- source
numpy.record, optional DiaSource record for this cutout, to add metadata to the image.
- footprint
lsst.afw.detection.Footprint, optional Detected source footprint; if specified, extract a square surrounding the footprint bbox, otherwise use
config.size.
- science
- Returns:
- image:
io.BytesIO The generated image, to be output to a file or displayed on screen.
- image:
- getFullMetadata() 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.
- metadata
Notes
The returned metadata includes timing information (if
@timer.timeMethodis 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”.
- fullName
- getName() str¶
Get the name of the task.
- Returns:
- taskName
str Name of the task.
- taskName
See also
getFullNameGet 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:
- taskDict
dict Dictionary containing full task name: task object for the top-level task and all subtasks, sub-subtasks, etc.
- taskDict
- classmethod makeField(doc: str) ConfigurableField¶
Make a
lsst.pex.config.ConfigurableFieldfor this task.- Parameters:
- doc
str Help text for the field.
- doc
- Returns:
- configurableField
lsst.pex.config.ConfigurableField A
ConfigurableFieldfor this task.
- configurableField
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
nameattribute 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.
- name
Notes
The subtask must be defined by
Task.config.name, an instance ofConfigurableFieldorRegistryField.
- run(data, butler, njobs=0)¶
Generate cutout images and a manifest for upload to Zooniverse from a collection of DiaSources.
- Parameters:
- data
pandas.DataFrame The DiaSources to extract cutouts for. Must contain at least these fields:
ra, dec, diaSourceId, detector, visit, instrument.- butler
lsst.daf.butler.Butler The butler connection to use to load the data; create it with the collections you wish to load images from.
- njobs
int, optional Number of multiprocessing jobs to make cutouts with; default of 0 means don’t use multiprocessing at all.
- data
- Returns:
- timer(name: str, logLevel: int = 10) Iterator[None]¶
Context manager to log performance data for an arbitrary block of code.
- Parameters:
See also
lsst.utils.timer.logInfoImplementation function.
Examples
Creating a timer context:
with self.timer("someCodeToTime"): pass # code to time
- write_images(data, butler, njobs=0)¶
Make the 3-part cutout images for each requested source and write them to disk.
Creates
images/andnumpy/subdirectories if they do not already exist; images are written there as PNG and npy files.- Parameters:
- data
pandas.DataFrame The DiaSources to extract cutouts for. Must contain at least these fields:
ra, dec, diaSourceId, detector, visit, instrument.- butler
lsst.daf.butler.Butler The butler connection to use to load the data; create it with the collections you wish to load images from.
- njobs
int, optional Number of multiprocessing jobs to make cutouts with; default of 0 means don’t use multiprocessing at all.
- data
- Returns:
- sources
list DiaSourceIds that had cutouts made.
- sources