dcrMultiBand.py

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#!/usr/bin/env python
# This file is part of pipe_tasks.
#
# LSST Data Management System
# This product includes software developed by the
# LSST Project (http://www.lsst.org/).
# See COPYRIGHT file at the top of the source tree.
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# This program is free software: you can redistribute it and/or modify
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from lsst.coadd.utils.coaddDataIdContainer import ExistingCoaddDataIdContainer
from lsst.pipe.base import ArgumentParser
from lsst.pipe.tasks.multiBand import DeblendCoaddSourcesTask
from lsst.pipe.tasks.multiBand import DetectCoaddSourcesTask
from lsst.pipe.tasks.multiBand import MergeSourcesRunner
from lsst.pipe.tasks.multiBand import MeasureMergedCoaddSourcesTask
from lsst.pipe.tasks.multiBand import MergeDetectionsTask
from lsst.pipe.tasks.multiBand import MergeMeasurementsTask
 
__all__ = ["DetectDcrCoaddSources", "DeblendDcrCoaddSourcesTask", "MergeDcrDetectionsTask",
           "MeasureMergedDcrCoaddSourcesTask", "MergeDcrMeasurementsTask"]
 
"""Measure sources and their sub-filter spectrum from a DCR model."""
 
 
class MergeDcrSourcesRunner(MergeSourcesRunner):
    """Task runner for the MergeSourcesTask.
 
    Required because the run method requires a list of dataRefs
    rather than a single dataRef.
    """
 
    @staticmethod
    def buildRefDict(parsedCmd):
        """Build a hierarchical dictionary of patch references
 
        The filter references within the list will have different subfilters.
 
        Parameters
        ----------
        parsedCmd : `dict`
            The parsed command
        **kwargs
            Key word arguments (unused)
 
        Returns
        -------
        refDict: dict
            A reference dictionary of the form {patch: {tract: {filter: {subfilter: dataRef}}}}
 
        Raises
        ------
        RuntimeError
            Thrown when multiple references are provided for the same combination of
            tract, patch, filter, and subfilter
        """
        refDict = {}  # Will index this as refDict[tract][patch][filter][subfilter] = ref
        for ref in parsedCmd.id.refList:
            tract = ref.dataId["tract"]
            patch = ref.dataId["patch"]
            filter = ref.dataId["filter"]
            subfilter = ref.dataId["subfilter"]
            if tract not in refDict:
                refDict[tract] = {}
            if patch not in refDict[tract]:
                refDict[tract][patch] = {}
            if filter not in refDict[tract][patch]:
                refDict[tract][patch][filter] = {}
            if subfilter in refDict[tract][patch][filter]:
                raise RuntimeError("Multiple versions of %s" % (ref.dataId,))
            refDict[tract][patch][filter][subfilter] = ref
        return refDict
 
    @staticmethod
    def getTargetList(parsedCmd, **kwargs):
        """Provide a list of patch references for each patch, tract, filter combo.
 
        Parameters
        ----------
        parsedCmd:
            The parsed command
        kwargs:
            Keyword arguments passed to the task
 
        Returns
        -------
        targetList: list
            List of tuples, where each tuple is a (dataRef, kwargs) pair.
        """
        refDict = MergeDcrSourcesRunner.buildRefDict(parsedCmd)
        return [(list(f.values()), kwargs)
                for t in list(refDict.values())
                for p in list(t.values())
                for f in list(p.values())]
 
 
class DetectDcrCoaddSources(DetectCoaddSourcesTask):
    """Detect sources on a DCR coadd."""
 
    @classmethod
    def _makeArgumentParser(cls):
        parser = ArgumentParser(name=cls._DefaultName)
        parser.add_id_argument(name="--id",
                               datasetType="dcrCoadd",
                               help="data ID, e.g. --id tract=12345 patch=1,2 filter=g, subfilter=0",
                               ContainerClass=ExistingCoaddDataIdContainer)
        return parser
 
 
class DeblendDcrCoaddSourcesRunner(MergeDcrSourcesRunner):
    """Task runner for the `MergeSourcesTask`.
 
    Required because the run method requires a list of
    dataRefs rather than a single dataRef.
    """
 
    @staticmethod
    def getTargetList(parsedCmd, **kwargs):
        """Provide a list of patch references for each patch, tract, filter combo.
 
        Parameters
        ----------
        parsedCmd:
            The parsed command
        kwargs:
            Keyword arguments passed to the task
 
        Returns
        -------
        targetList: list
            List of tuples, where each tuple is a (dataRef, kwargs) pair.
        """
        refDict = MergeDcrSourcesRunner.buildRefDict(parsedCmd)
        kwargs["psfCache"] = parsedCmd.psfCache
        return [(list(f.values()), kwargs)
                for t in list(refDict.values())
                for p in list(t.values())
                for f in list(p.values())]
 
 
class DeblendDcrCoaddSourcesTask(DeblendCoaddSourcesTask):
    """Deblend the sources in a merged catalog."""
 
    RunnerClass = DeblendDcrCoaddSourcesRunner
 
    @classmethod
    def _makeArgumentParser(cls):
        parser = ArgumentParser(name=cls._DefaultName)
        parser.add_id_argument(name="--id",
                               datasetType="dcrCoadd_calexp",
                               help="data ID, e.g. --id tract=12345 patch=1,2 filter=g, subfilter=0",
                               ContainerClass=ExistingCoaddDataIdContainer)
        parser.add_argument("--psfCache", type=int, default=100, help="Size of CoaddPsf cache")
        return parser
 
 
class MergeDcrDetectionsTask(MergeDetectionsTask):
    """Merge dcrCoadd detections from multiple subfilters."""
 
    RunnerClass = MergeDcrSourcesRunner
 
    @classmethod
    def _makeArgumentParser(cls):
        """Create a suitable ArgumentParser.
 
        We will use the ArgumentParser to get a provide a list of data
        references for patches; the RunnerClass will sort them into lists
        of data references for the same patch
        """
        parser = ArgumentParser(name=cls._DefaultName)
        parser.add_id_argument(name="--id",
                               datasetType="dcrCoadd_" + cls.inputDataset,
                               ContainerClass=ExistingCoaddDataIdContainer,
                               help="data ID, e.g. --id tract=12345 patch=1,2 filter=g, subfilter=0^1^2")
        return parser
 
 
class MeasureMergedDcrCoaddSourcesTask(MeasureMergedCoaddSourcesTask):
    """Deblend sources from master catalog in each coadd seperately and measure."""
 
    @classmethod
    def _makeArgumentParser(cls):
        parser = ArgumentParser(name=cls._DefaultName)
        parser.add_id_argument(name="--id",
                               datasetType="dcrCoadd_calexp",
                               help="data ID, e.g. --id tract=12345 patch=1,2 filter=g, subfilter=0",
                               ContainerClass=ExistingCoaddDataIdContainer)
        parser.add_argument("--psfCache", type=int, default=100, help="Size of CoaddPsf cache")
        return parser
 
 
class MergeDcrMeasurementsTask(MergeMeasurementsTask):
    """Merge measurements from multiple subfilters."""
 
    RunnerClass = MergeDcrSourcesRunner
 
    @classmethod
    def _makeArgumentParser(cls):
        """Create a suitable ArgumentParser.
 
        We will use the ArgumentParser to get a provide a list of data
        references for patches; the RunnerClass will sort them into lists
        of data references for the same patch
        """
        parser = ArgumentParser(name=cls._DefaultName)
        parser.add_id_argument(name="--id",
                               datasetType="dcrCoadd_" + cls.inputDataset,
                               ContainerClass=ExistingCoaddDataIdContainer,
                               help="data ID, e.g. --id tract=12345 patch=1,2 filter=g, subfilter=0^1^2")
        return parser