makeSsTables.py

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# This file is part of pipe_tasks.
#
# Developed for the LSST Data Management System.
# This product includes software developed by the LSST Project
# (https://www.lsst.org).
# See the COPYRIGHT file at the top-level directory of this distribution
# for details of code ownership.
#
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# it under the terms of the GNU General Public License as published by
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__all__ = ["MakeSsTablesConfig", "MakeSsTablesTask"]
 
import astropy.table as tb
import numpy as np
import warnings
 
import lsst.pipe.base as pipeBase
import lsst.pipe.base.connectionTypes as cT
from lsst.pipe.tasks.postprocess import TableVStack
from lsst.utils.timer import timeMethod
 
warnings.filterwarnings('ignore')
 
 
class MakeSsTablesConnections(pipeBase.PipelineTaskConnections,
                              dimensions=(),
                              defaultTemplates={"coaddName": "goodSeeing",
                                                "fakesType": ""}):
    inputCatalogs = cT.Input(
        doc="associated ssSources from all tract-patches.",
        name="{fakesType}{coaddName}Diff_assocSsSrcTable",
        storageClass="ArrowAstropy",
        dimensions=("tract", "patch"),
        multiple=True,
        deferLoad=True,
    )
    ssSourceTable = cT.Output(
        doc="",
        name="{fakesType}{coaddName}Diff_ssSrcTable",
        storageClass="ArrowAstropy",
        dimensions=(),
    )
    ssObjectTable = cT.Output(
        doc="",
        name="{fakesType}{coaddName}Diff_ssObjTable",
        storageClass="ArrowAstropy",
        dimensions=(),
    )
 
 
class MakeSsTablesConfig(pipeBase.PipelineTaskConfig,
                         pipelineConnections=MakeSsTablesConnections):
 
    """Config for MakeSsTablesTask"""
 
 
class MakeSsTablesTask(pipeBase.PipelineTask):
    """ Consolidate per-patch ssSource tables into a single table.
        Create ssObject table
        TODO (DM-49451): Fit per-object parameters
        TODO (DM-49453): Generate MPCORB table.
    """
 
    ConfigClass = MakeSsTablesConfig
    _DefaultName = "MakeSsTables"
 
    @timeMethod
    def run(self, inputCatalogs):
        """Concatenate per-patch ssSource tables.
            Generate ssObject table.
 
        Parameters
        ----------
        inputCatalogs `list` of `lsst.daf.butler.DeferredDatasetHandle`:
            All per-patch ssSource Tables
 
        Returns
        -------
        output : `lsst.pipe.base.Struct`
            Results struct with attributes:
 
            ``sSourceTable``
                Table of ssSources.
                (`astropy.table.Table`)
            ``ssObjectTable``
                Table of ssObjects
                (`astropy.table.Table`).
        """
        self.log.info("Concatenating %s per-patch ssSource Tables",
                      len(inputCatalogs))
        ssSourceTable = TableVStack.vstack_handles(inputCatalogs)
        ssObjectTable = tb.Table()
        ssObjectTable['ssObjectId'], ssObjectTable['numObs'] = np.unique(ssSourceTable['ssObjectId'],
                                                                         return_counts=True)
 
        return pipeBase.Struct(
            ssSourceTable=ssSourceTable,
            ssObjectTable=ssObjectTable,
        )